In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f0684bebb38>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f06477f1cf8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_inputs = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels),'real_inputs')
input_z = tf.placeholder(tf.float32, (None, z_dim), 'input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return real_inputs, input_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha=0.2):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
output = tf.sigmoid(logits)
#print ("discriminator - images shape: {}".format (images.shape))
#print ("discriminator - x1 shape: {}".format (x1.shape))
#print ("discriminator - x2 shape: {}".format (x2.shape))
#print ("discriminator - x3 shape: {}".format (x3.shape))
#print ("discriminator - logits shape: {}".format (logits.shape))
return output, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha = 0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
reuse = not is_train
with tf.variable_scope("generator", reuse = reuse):
x1 = tf.layers.dense(z, 7*7*128)
x1 = tf.reshape(x1, (-1, 7, 7, 128))
bn1 = tf.layers.batch_normalization(x1, training=is_train)
relu1 = tf.maximum(0.3*bn1, bn1)
# # img size is 7*7*128
x2 = tf.layers.conv2d_transpose(relu1, 64, 3, strides=2, padding="same")
bn2 = tf.layers.batch_normalization(x2, training=is_train)
relu2 = tf.maximum(0.3*bn2, bn2)
# img size is 14*14*64
x3 = tf.layers.conv2d_transpose(relu2, 32, 3, strides=1, padding="same")
bn3 = tf.layers.batch_normalization(x3, training=is_train)
relu3 = tf.maximum(0.3*bn3, bn3)
# img size is 14*14*32
x4 = tf.layers.conv2d_transpose(relu3, 16, 3, strides=2, padding="same")
bn4 = tf.layers.batch_normalization(x4, training=is_train)
relu4 = tf.maximum(0.3*bn4, bn4)
# # img size is 28*28*16
logits = tf.layers.conv2d_transpose(relu4, out_channel_dim, 3, strides=1, padding="same")
# img size is 28*28*out_channel_dim
output = tf.tanh(logits)
#print ("generator - z shape: {}".format (z.shape))
#print ("generator - x1 shape: {}".format (x1.shape))
#print ("generator - x2 shape: {}".format (x2.shape))
#print ("generator - x3 shape: {}".format (x3.shape))
#print ("generator - logits shape: {}".format (logits.shape))
return output
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode ):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr, beta1)
steps = 0
print_every = 1
show_every = 10
losses = []
n_images = 25
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_z: batch_z,input_real: batch_images,lr: learning_rate})
if steps % print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 1:
show_generator_output(sess,n_images, input_z, data_shape[3], data_image_mode)
# Save losses to view after training
#losses.append((train_loss_d, train_loss_g))
#return losses, samples
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 100
learning_rate = 0.002
beta1 = 0.5
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 3.3540... Generator Loss: 7.5612
Epoch 1/2... Discriminator Loss: 16.7861... Generator Loss: 0.0002 Epoch 1/2... Discriminator Loss: 10.5772... Generator Loss: 0.0841 Epoch 1/2... Discriminator Loss: 6.6227... Generator Loss: 9.7045 Epoch 1/2... Discriminator Loss: 9.7297... Generator Loss: 0.0006 Epoch 1/2... Discriminator Loss: 2.9532... Generator Loss: 0.2367 Epoch 1/2... Discriminator Loss: 4.2240... Generator Loss: 4.3645 Epoch 1/2... Discriminator Loss: 3.2993... Generator Loss: 0.1564 Epoch 1/2... Discriminator Loss: 1.5167... Generator Loss: 0.9742 Epoch 1/2... Discriminator Loss: 1.5036... Generator Loss: 0.5421 Epoch 1/2... Discriminator Loss: 1.6496... Generator Loss: 0.7914
Epoch 1/2... Discriminator Loss: 1.7634... Generator Loss: 0.3488 Epoch 1/2... Discriminator Loss: 1.5144... Generator Loss: 3.1500 Epoch 1/2... Discriminator Loss: 3.1492... Generator Loss: 0.0878 Epoch 1/2... Discriminator Loss: 1.9621... Generator Loss: 1.3837 Epoch 1/2... Discriminator Loss: 2.6338... Generator Loss: 0.2301 Epoch 1/2... Discriminator Loss: 1.7695... Generator Loss: 2.2866 Epoch 1/2... Discriminator Loss: 2.0655... Generator Loss: 0.2193 Epoch 1/2... Discriminator Loss: 0.8610... Generator Loss: 2.5050 Epoch 1/2... Discriminator Loss: 3.3058... Generator Loss: 0.1627 Epoch 1/2... Discriminator Loss: 3.0922... Generator Loss: 2.8460
Epoch 1/2... Discriminator Loss: 2.5592... Generator Loss: 0.1293 Epoch 1/2... Discriminator Loss: 0.9939... Generator Loss: 6.2857 Epoch 1/2... Discriminator Loss: 0.3851... Generator Loss: 2.5291 Epoch 1/2... Discriminator Loss: 3.0611... Generator Loss: 0.1776 Epoch 1/2... Discriminator Loss: 1.5040... Generator Loss: 1.5890 Epoch 1/2... Discriminator Loss: 1.0971... Generator Loss: 0.7978 Epoch 1/2... Discriminator Loss: 0.8763... Generator Loss: 0.9781 Epoch 1/2... Discriminator Loss: 0.7714... Generator Loss: 1.2483 Epoch 1/2... Discriminator Loss: 0.7964... Generator Loss: 0.9932 Epoch 1/2... Discriminator Loss: 0.9096... Generator Loss: 0.9910
Epoch 1/2... Discriminator Loss: 1.2667... Generator Loss: 0.6393 Epoch 1/2... Discriminator Loss: 1.7716... Generator Loss: 1.3567 Epoch 1/2... Discriminator Loss: 2.7067... Generator Loss: 0.0862 Epoch 1/2... Discriminator Loss: 2.7629... Generator Loss: 7.2255 Epoch 1/2... Discriminator Loss: 2.1468... Generator Loss: 0.2725 Epoch 1/2... Discriminator Loss: 1.2072... Generator Loss: 1.0805 Epoch 1/2... Discriminator Loss: 1.5013... Generator Loss: 0.5880 Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 0.8583 Epoch 1/2... Discriminator Loss: 1.5944... Generator Loss: 0.8554 Epoch 1/2... Discriminator Loss: 2.2720... Generator Loss: 0.1886
Epoch 1/2... Discriminator Loss: 5.3319... Generator Loss: 5.3482 Epoch 1/2... Discriminator Loss: 2.1692... Generator Loss: 0.1739 Epoch 1/2... Discriminator Loss: 0.9237... Generator Loss: 1.7571 Epoch 1/2... Discriminator Loss: 0.9174... Generator Loss: 1.2048 Epoch 1/2... Discriminator Loss: 1.1424... Generator Loss: 0.5163 Epoch 1/2... Discriminator Loss: 1.2816... Generator Loss: 1.6007 Epoch 1/2... Discriminator Loss: 1.7392... Generator Loss: 0.2634 Epoch 1/2... Discriminator Loss: 1.8240... Generator Loss: 1.7444 Epoch 1/2... Discriminator Loss: 1.9041... Generator Loss: 0.2416 Epoch 1/2... Discriminator Loss: 1.4360... Generator Loss: 2.0542
Epoch 1/2... Discriminator Loss: 1.3815... Generator Loss: 0.4345 Epoch 1/2... Discriminator Loss: 0.9801... Generator Loss: 1.6921 Epoch 1/2... Discriminator Loss: 1.2718... Generator Loss: 0.4750 Epoch 1/2... Discriminator Loss: 1.3175... Generator Loss: 1.9794 Epoch 1/2... Discriminator Loss: 1.8767... Generator Loss: 0.2111 Epoch 1/2... Discriminator Loss: 1.4911... Generator Loss: 3.3110 Epoch 1/2... Discriminator Loss: 0.9019... Generator Loss: 0.6949 Epoch 1/2... Discriminator Loss: 0.5165... Generator Loss: 1.6059 Epoch 1/2... Discriminator Loss: 0.6178... Generator Loss: 1.3517 Epoch 1/2... Discriminator Loss: 0.7756... Generator Loss: 0.9062
Epoch 1/2... Discriminator Loss: 1.1922... Generator Loss: 3.5827 Epoch 1/2... Discriminator Loss: 4.2425... Generator Loss: 0.0165 Epoch 1/2... Discriminator Loss: 3.2051... Generator Loss: 5.9150 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 0.7266 Epoch 1/2... Discriminator Loss: 0.8608... Generator Loss: 0.8386 Epoch 1/2... Discriminator Loss: 0.9886... Generator Loss: 2.0390 Epoch 1/2... Discriminator Loss: 0.9060... Generator Loss: 0.6875 Epoch 1/2... Discriminator Loss: 0.7443... Generator Loss: 1.7888 Epoch 1/2... Discriminator Loss: 0.7289... Generator Loss: 0.8629 Epoch 1/2... Discriminator Loss: 0.4942... Generator Loss: 2.6786
Epoch 1/2... Discriminator Loss: 0.4498... Generator Loss: 1.2155 Epoch 1/2... Discriminator Loss: 0.2526... Generator Loss: 2.2147 Epoch 1/2... Discriminator Loss: 0.2112... Generator Loss: 2.2781 Epoch 1/2... Discriminator Loss: 0.1680... Generator Loss: 2.3575 Epoch 1/2... Discriminator Loss: 0.1621... Generator Loss: 2.3842 Epoch 1/2... Discriminator Loss: 0.2453... Generator Loss: 1.9694 Epoch 1/2... Discriminator Loss: 0.3067... Generator Loss: 2.2017 Epoch 1/2... Discriminator Loss: 0.2873... Generator Loss: 1.7969 Epoch 1/2... Discriminator Loss: 0.7523... Generator Loss: 9.0632 Epoch 1/2... Discriminator Loss: 6.0938... Generator Loss: 0.0036
Epoch 1/2... Discriminator Loss: 2.5514... Generator Loss: 3.7484 Epoch 1/2... Discriminator Loss: 6.3155... Generator Loss: 0.0045 Epoch 1/2... Discriminator Loss: 2.7751... Generator Loss: 4.7347 Epoch 1/2... Discriminator Loss: 2.0296... Generator Loss: 0.9548 Epoch 1/2... Discriminator Loss: 1.5984... Generator Loss: 0.4429 Epoch 1/2... Discriminator Loss: 0.9994... Generator Loss: 1.5726 Epoch 1/2... Discriminator Loss: 0.7929... Generator Loss: 1.7956 Epoch 1/2... Discriminator Loss: 0.7506... Generator Loss: 1.0124 Epoch 1/2... Discriminator Loss: 0.6424... Generator Loss: 1.1920 Epoch 1/2... Discriminator Loss: 0.9155... Generator Loss: 1.1304
Epoch 1/2... Discriminator Loss: 1.2787... Generator Loss: 0.6624 Epoch 1/2... Discriminator Loss: 1.1764... Generator Loss: 1.2021 Epoch 1/2... Discriminator Loss: 0.9999... Generator Loss: 0.6832 Epoch 1/2... Discriminator Loss: 1.5329... Generator Loss: 3.3223 Epoch 1/2... Discriminator Loss: 2.2841... Generator Loss: 0.1498 Epoch 1/2... Discriminator Loss: 1.2374... Generator Loss: 3.5833 Epoch 1/2... Discriminator Loss: 1.4219... Generator Loss: 0.3719 Epoch 1/2... Discriminator Loss: 1.2800... Generator Loss: 4.0260 Epoch 1/2... Discriminator Loss: 1.3331... Generator Loss: 0.3723 Epoch 1/2... Discriminator Loss: 0.4515... Generator Loss: 4.7289
Epoch 1/2... Discriminator Loss: 0.2100... Generator Loss: 2.6691 Epoch 1/2... Discriminator Loss: 0.9009... Generator Loss: 0.6506 Epoch 1/2... Discriminator Loss: 2.2291... Generator Loss: 6.1362 Epoch 1/2... Discriminator Loss: 3.2500... Generator Loss: 0.0487 Epoch 1/2... Discriminator Loss: 0.9850... Generator Loss: 0.6330 Epoch 1/2... Discriminator Loss: 2.7494... Generator Loss: 5.0863 Epoch 1/2... Discriminator Loss: 0.8818... Generator Loss: 0.8541 Epoch 1/2... Discriminator Loss: 0.9535... Generator Loss: 0.6620 Epoch 1/2... Discriminator Loss: 1.1006... Generator Loss: 3.6139 Epoch 1/2... Discriminator Loss: 1.9798... Generator Loss: 0.1865
Epoch 1/2... Discriminator Loss: 1.2082... Generator Loss: 4.8087 Epoch 1/2... Discriminator Loss: 0.3495... Generator Loss: 1.6467 Epoch 1/2... Discriminator Loss: 0.6855... Generator Loss: 0.8759 Epoch 1/2... Discriminator Loss: 0.4080... Generator Loss: 3.4560 Epoch 1/2... Discriminator Loss: 0.2457... Generator Loss: 2.3918 Epoch 1/2... Discriminator Loss: 0.3651... Generator Loss: 1.6948 Epoch 1/2... Discriminator Loss: 0.2123... Generator Loss: 3.3249 Epoch 1/2... Discriminator Loss: 0.2627... Generator Loss: 1.9884 Epoch 1/2... Discriminator Loss: 0.2440... Generator Loss: 2.4672 Epoch 1/2... Discriminator Loss: 0.4471... Generator Loss: 1.3590
Epoch 1/2... Discriminator Loss: 1.0977... Generator Loss: 5.2615 Epoch 1/2... Discriminator Loss: 4.5069... Generator Loss: 0.0169 Epoch 1/2... Discriminator Loss: 1.1942... Generator Loss: 1.4809 Epoch 1/2... Discriminator Loss: 2.1408... Generator Loss: 1.0360 Epoch 1/2... Discriminator Loss: 2.1539... Generator Loss: 0.2121 Epoch 1/2... Discriminator Loss: 1.5083... Generator Loss: 2.0097 Epoch 1/2... Discriminator Loss: 0.9981... Generator Loss: 0.7315 Epoch 1/2... Discriminator Loss: 0.7161... Generator Loss: 1.1277 Epoch 1/2... Discriminator Loss: 0.9489... Generator Loss: 1.2872 Epoch 1/2... Discriminator Loss: 1.0203... Generator Loss: 0.8480
Epoch 1/2... Discriminator Loss: 1.0684... Generator Loss: 1.6930 Epoch 1/2... Discriminator Loss: 2.0481... Generator Loss: 0.1934 Epoch 1/2... Discriminator Loss: 3.7081... Generator Loss: 6.5654 Epoch 1/2... Discriminator Loss: 1.3650... Generator Loss: 0.3779 Epoch 1/2... Discriminator Loss: 0.8071... Generator Loss: 0.7853 Epoch 1/2... Discriminator Loss: 1.6161... Generator Loss: 2.7098 Epoch 1/2... Discriminator Loss: 1.7950... Generator Loss: 0.2682 Epoch 1/2... Discriminator Loss: 1.5259... Generator Loss: 2.6764 Epoch 1/2... Discriminator Loss: 2.1161... Generator Loss: 0.1779 Epoch 1/2... Discriminator Loss: 2.0859... Generator Loss: 3.2119
Epoch 1/2... Discriminator Loss: 1.8681... Generator Loss: 0.2375 Epoch 1/2... Discriminator Loss: 0.7744... Generator Loss: 1.6393 Epoch 1/2... Discriminator Loss: 0.8299... Generator Loss: 1.4363 Epoch 1/2... Discriminator Loss: 1.1874... Generator Loss: 0.6261 Epoch 1/2... Discriminator Loss: 1.1566... Generator Loss: 1.0050 Epoch 1/2... Discriminator Loss: 1.0287... Generator Loss: 1.2853 Epoch 1/2... Discriminator Loss: 0.4970... Generator Loss: 2.0558 Epoch 1/2... Discriminator Loss: 0.1702... Generator Loss: 3.1495 Epoch 1/2... Discriminator Loss: 0.2908... Generator Loss: 1.7198 Epoch 1/2... Discriminator Loss: 0.2308... Generator Loss: 2.1171
Epoch 1/2... Discriminator Loss: 0.2460... Generator Loss: 3.2388 Epoch 1/2... Discriminator Loss: 0.3268... Generator Loss: 1.5587 Epoch 1/2... Discriminator Loss: 0.2249... Generator Loss: 2.7704 Epoch 1/2... Discriminator Loss: 0.2283... Generator Loss: 2.5351 Epoch 1/2... Discriminator Loss: 0.6372... Generator Loss: 0.9632 Epoch 1/2... Discriminator Loss: 2.3532... Generator Loss: 5.8486 Epoch 1/2... Discriminator Loss: 4.1320... Generator Loss: 0.0211 Epoch 1/2... Discriminator Loss: 1.3426... Generator Loss: 1.0242 Epoch 1/2... Discriminator Loss: 1.9326... Generator Loss: 1.7418 Epoch 1/2... Discriminator Loss: 1.6983... Generator Loss: 0.3498
Epoch 1/2... Discriminator Loss: 1.0399... Generator Loss: 0.9814 Epoch 1/2... Discriminator Loss: 0.9848... Generator Loss: 1.5151 Epoch 1/2... Discriminator Loss: 0.8961... Generator Loss: 0.7458 Epoch 1/2... Discriminator Loss: 0.8200... Generator Loss: 1.0760 Epoch 1/2... Discriminator Loss: 0.9602... Generator Loss: 1.4027 Epoch 1/2... Discriminator Loss: 1.1334... Generator Loss: 0.6012 Epoch 1/2... Discriminator Loss: 1.2482... Generator Loss: 1.9143 Epoch 1/2... Discriminator Loss: 1.5012... Generator Loss: 0.3510 Epoch 1/2... Discriminator Loss: 1.2125... Generator Loss: 1.7003 Epoch 1/2... Discriminator Loss: 1.4941... Generator Loss: 0.3825
Epoch 1/2... Discriminator Loss: 1.4364... Generator Loss: 1.4984 Epoch 1/2... Discriminator Loss: 1.4401... Generator Loss: 0.4031 Epoch 1/2... Discriminator Loss: 1.4584... Generator Loss: 2.3471 Epoch 1/2... Discriminator Loss: 1.4304... Generator Loss: 0.3691 Epoch 1/2... Discriminator Loss: 1.0666... Generator Loss: 1.5656 Epoch 1/2... Discriminator Loss: 1.2003... Generator Loss: 0.6712 Epoch 1/2... Discriminator Loss: 1.2031... Generator Loss: 0.7212 Epoch 1/2... Discriminator Loss: 1.2407... Generator Loss: 1.3676 Epoch 1/2... Discriminator Loss: 1.2693... Generator Loss: 0.4505 Epoch 1/2... Discriminator Loss: 1.4957... Generator Loss: 2.7234
Epoch 1/2... Discriminator Loss: 1.5578... Generator Loss: 0.2723 Epoch 1/2... Discriminator Loss: 0.7973... Generator Loss: 1.5642 Epoch 1/2... Discriminator Loss: 1.0580... Generator Loss: 1.4265 Epoch 1/2... Discriminator Loss: 1.2252... Generator Loss: 0.4961 Epoch 1/2... Discriminator Loss: 1.4260... Generator Loss: 2.3974 Epoch 1/2... Discriminator Loss: 1.4134... Generator Loss: 0.3397 Epoch 1/2... Discriminator Loss: 0.8600... Generator Loss: 1.8191 Epoch 1/2... Discriminator Loss: 0.8961... Generator Loss: 0.8100 Epoch 1/2... Discriminator Loss: 1.0300... Generator Loss: 0.9791 Epoch 1/2... Discriminator Loss: 1.0238... Generator Loss: 1.4202
Epoch 1/2... Discriminator Loss: 1.3490... Generator Loss: 0.3691 Epoch 1/2... Discriminator Loss: 1.4554... Generator Loss: 2.8536 Epoch 1/2... Discriminator Loss: 1.4615... Generator Loss: 0.3214 Epoch 1/2... Discriminator Loss: 1.0055... Generator Loss: 1.8651 Epoch 1/2... Discriminator Loss: 1.0875... Generator Loss: 0.6311 Epoch 1/2... Discriminator Loss: 1.1083... Generator Loss: 1.6761 Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 0.5960 Epoch 1/2... Discriminator Loss: 0.7677... Generator Loss: 2.2215 Epoch 1/2... Discriminator Loss: 1.1158... Generator Loss: 0.5022 Epoch 1/2... Discriminator Loss: 0.9712... Generator Loss: 1.8177
Epoch 1/2... Discriminator Loss: 1.1334... Generator Loss: 0.5820 Epoch 1/2... Discriminator Loss: 2.1774... Generator Loss: 1.7641 Epoch 1/2... Discriminator Loss: 1.5472... Generator Loss: 0.3055 Epoch 1/2... Discriminator Loss: 5.0511... Generator Loss: 5.4587 Epoch 1/2... Discriminator Loss: 1.2253... Generator Loss: 0.5043 Epoch 1/2... Discriminator Loss: 1.2284... Generator Loss: 0.4855 Epoch 1/2... Discriminator Loss: 1.3954... Generator Loss: 1.6286 Epoch 1/2... Discriminator Loss: 1.1140... Generator Loss: 0.7276 Epoch 1/2... Discriminator Loss: 1.1531... Generator Loss: 0.7444 Epoch 1/2... Discriminator Loss: 1.3025... Generator Loss: 1.4347
Epoch 1/2... Discriminator Loss: 1.1964... Generator Loss: 0.6101 Epoch 1/2... Discriminator Loss: 1.1185... Generator Loss: 1.0732 Epoch 1/2... Discriminator Loss: 1.2077... Generator Loss: 0.7503 Epoch 1/2... Discriminator Loss: 1.2049... Generator Loss: 0.7985 Epoch 1/2... Discriminator Loss: 1.1645... Generator Loss: 1.0810 Epoch 1/2... Discriminator Loss: 1.2553... Generator Loss: 0.5753 Epoch 1/2... Discriminator Loss: 1.1836... Generator Loss: 1.3458 Epoch 1/2... Discriminator Loss: 1.1536... Generator Loss: 0.5892 Epoch 1/2... Discriminator Loss: 1.1283... Generator Loss: 1.4992 Epoch 1/2... Discriminator Loss: 1.2317... Generator Loss: 0.5427
Epoch 1/2... Discriminator Loss: 1.0070... Generator Loss: 1.4534 Epoch 1/2... Discriminator Loss: 0.9914... Generator Loss: 0.7491 Epoch 1/2... Discriminator Loss: 0.9157... Generator Loss: 1.5136 Epoch 1/2... Discriminator Loss: 1.1393... Generator Loss: 0.5392 Epoch 1/2... Discriminator Loss: 1.2769... Generator Loss: 2.1479 Epoch 1/2... Discriminator Loss: 2.0588... Generator Loss: 0.1653 Epoch 1/2... Discriminator Loss: 1.3765... Generator Loss: 2.5015 Epoch 1/2... Discriminator Loss: 1.0336... Generator Loss: 0.7493 Epoch 1/2... Discriminator Loss: 1.0680... Generator Loss: 0.7319 Epoch 1/2... Discriminator Loss: 1.0514... Generator Loss: 1.0511
Epoch 1/2... Discriminator Loss: 1.1993... Generator Loss: 0.5805 Epoch 1/2... Discriminator Loss: 0.9509... Generator Loss: 1.9201 Epoch 1/2... Discriminator Loss: 1.2854... Generator Loss: 0.4194 Epoch 1/2... Discriminator Loss: 0.7374... Generator Loss: 2.0148 Epoch 1/2... Discriminator Loss: 0.6920... Generator Loss: 1.0767 Epoch 1/2... Discriminator Loss: 0.7062... Generator Loss: 1.0045 Epoch 1/2... Discriminator Loss: 0.6556... Generator Loss: 1.4482 Epoch 1/2... Discriminator Loss: 0.8565... Generator Loss: 0.7447 Epoch 1/2... Discriminator Loss: 0.6408... Generator Loss: 1.3824 Epoch 1/2... Discriminator Loss: 0.9238... Generator Loss: 0.7158
Epoch 1/2... Discriminator Loss: 0.8274... Generator Loss: 1.0192 Epoch 1/2... Discriminator Loss: 0.6257... Generator Loss: 1.5433 Epoch 1/2... Discriminator Loss: 1.8861... Generator Loss: 0.2287 Epoch 1/2... Discriminator Loss: 2.1469... Generator Loss: 5.1578 Epoch 1/2... Discriminator Loss: 1.5200... Generator Loss: 0.3357 Epoch 1/2... Discriminator Loss: 2.3550... Generator Loss: 2.0795 Epoch 1/2... Discriminator Loss: 1.8057... Generator Loss: 0.2118 Epoch 1/2... Discriminator Loss: 1.0834... Generator Loss: 2.1783 Epoch 1/2... Discriminator Loss: 1.5960... Generator Loss: 0.4283 Epoch 1/2... Discriminator Loss: 2.0846... Generator Loss: 0.4265
Epoch 1/2... Discriminator Loss: 1.3687... Generator Loss: 1.4967 Epoch 1/2... Discriminator Loss: 1.3568... Generator Loss: 0.4689 Epoch 1/2... Discriminator Loss: 1.0574... Generator Loss: 1.1888 Epoch 1/2... Discriminator Loss: 1.0087... Generator Loss: 0.9172 Epoch 1/2... Discriminator Loss: 1.0523... Generator Loss: 0.7639 Epoch 1/2... Discriminator Loss: 1.0051... Generator Loss: 1.2513 Epoch 1/2... Discriminator Loss: 1.0442... Generator Loss: 0.6518 Epoch 1/2... Discriminator Loss: 1.0315... Generator Loss: 1.2334 Epoch 1/2... Discriminator Loss: 1.3213... Generator Loss: 0.6215 Epoch 1/2... Discriminator Loss: 1.0807... Generator Loss: 0.9450
Epoch 1/2... Discriminator Loss: 0.9948... Generator Loss: 1.0232 Epoch 1/2... Discriminator Loss: 1.1594... Generator Loss: 0.5906 Epoch 1/2... Discriminator Loss: 1.1420... Generator Loss: 1.7959 Epoch 1/2... Discriminator Loss: 1.2611... Generator Loss: 0.4386 Epoch 1/2... Discriminator Loss: 0.9875... Generator Loss: 1.8072 Epoch 1/2... Discriminator Loss: 0.9411... Generator Loss: 0.7129 Epoch 1/2... Discriminator Loss: 0.7931... Generator Loss: 1.3026 Epoch 1/2... Discriminator Loss: 1.1101... Generator Loss: 0.6380 Epoch 1/2... Discriminator Loss: 1.1104... Generator Loss: 1.0726 Epoch 1/2... Discriminator Loss: 0.8765... Generator Loss: 0.7803
Epoch 1/2... Discriminator Loss: 0.8085... Generator Loss: 1.1582 Epoch 1/2... Discriminator Loss: 0.8417... Generator Loss: 0.9086 Epoch 1/2... Discriminator Loss: 0.7754... Generator Loss: 1.0811 Epoch 1/2... Discriminator Loss: 0.7058... Generator Loss: 1.0644 Epoch 1/2... Discriminator Loss: 0.9096... Generator Loss: 0.6932 Epoch 1/2... Discriminator Loss: 0.7515... Generator Loss: 2.0303 Epoch 1/2... Discriminator Loss: 1.5694... Generator Loss: 0.2930 Epoch 1/2... Discriminator Loss: 0.9727... Generator Loss: 3.2113 Epoch 1/2... Discriminator Loss: 2.0934... Generator Loss: 0.1782 Epoch 1/2... Discriminator Loss: 1.6321... Generator Loss: 3.7241
Epoch 1/2... Discriminator Loss: 0.7479... Generator Loss: 1.3277 Epoch 1/2... Discriminator Loss: 0.7354... Generator Loss: 1.0304 Epoch 1/2... Discriminator Loss: 0.8432... Generator Loss: 1.2936 Epoch 1/2... Discriminator Loss: 1.2689... Generator Loss: 0.5846 Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.8939 Epoch 1/2... Discriminator Loss: 1.5054... Generator Loss: 0.4479 Epoch 1/2... Discriminator Loss: 1.4720... Generator Loss: 2.2325 Epoch 1/2... Discriminator Loss: 1.8757... Generator Loss: 0.2706 Epoch 1/2... Discriminator Loss: 1.3634... Generator Loss: 1.9100 Epoch 1/2... Discriminator Loss: 1.2088... Generator Loss: 0.5288
Epoch 1/2... Discriminator Loss: 1.0031... Generator Loss: 1.1037 Epoch 1/2... Discriminator Loss: 0.9506... Generator Loss: 0.8535 Epoch 1/2... Discriminator Loss: 1.0291... Generator Loss: 0.9492 Epoch 1/2... Discriminator Loss: 1.0758... Generator Loss: 0.7187 Epoch 1/2... Discriminator Loss: 0.8847... Generator Loss: 1.6946 Epoch 1/2... Discriminator Loss: 1.3604... Generator Loss: 0.3754 Epoch 1/2... Discriminator Loss: 1.5165... Generator Loss: 3.3322 Epoch 1/2... Discriminator Loss: 1.5692... Generator Loss: 0.3006 Epoch 1/2... Discriminator Loss: 0.4009... Generator Loss: 1.9448 Epoch 1/2... Discriminator Loss: 0.8269... Generator Loss: 1.3985
Epoch 1/2... Discriminator Loss: 1.5336... Generator Loss: 0.3615 Epoch 1/2... Discriminator Loss: 0.8289... Generator Loss: 3.1447 Epoch 1/2... Discriminator Loss: 0.8562... Generator Loss: 0.8600 Epoch 1/2... Discriminator Loss: 0.5936... Generator Loss: 1.3825 Epoch 1/2... Discriminator Loss: 0.8083... Generator Loss: 0.9355 Epoch 1/2... Discriminator Loss: 0.7918... Generator Loss: 0.9119 Epoch 1/2... Discriminator Loss: 0.6057... Generator Loss: 1.2290 Epoch 1/2... Discriminator Loss: 0.5984... Generator Loss: 1.0950 Epoch 1/2... Discriminator Loss: 0.6677... Generator Loss: 1.1772 Epoch 1/2... Discriminator Loss: 0.2427... Generator Loss: 4.2603
Epoch 1/2... Discriminator Loss: 0.1938... Generator Loss: 1.9984 Epoch 1/2... Discriminator Loss: 0.6376... Generator Loss: 0.9146 Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 2.7341 Epoch 1/2... Discriminator Loss: 0.7240... Generator Loss: 0.9298 Epoch 1/2... Discriminator Loss: 0.2485... Generator Loss: 3.1987 Epoch 1/2... Discriminator Loss: 0.8744... Generator Loss: 0.7684 Epoch 1/2... Discriminator Loss: 0.4035... Generator Loss: 1.6670 Epoch 1/2... Discriminator Loss: 0.3270... Generator Loss: 4.0140 Epoch 1/2... Discriminator Loss: 0.4376... Generator Loss: 1.6808 Epoch 1/2... Discriminator Loss: 1.7739... Generator Loss: 0.2654
Epoch 1/2... Discriminator Loss: 3.6612... Generator Loss: 6.4945 Epoch 1/2... Discriminator Loss: 1.8563... Generator Loss: 0.2852 Epoch 1/2... Discriminator Loss: 0.6737... Generator Loss: 1.5065 Epoch 1/2... Discriminator Loss: 0.8805... Generator Loss: 1.2388 Epoch 1/2... Discriminator Loss: 1.4891... Generator Loss: 0.3536 Epoch 1/2... Discriminator Loss: 1.1754... Generator Loss: 1.7157 Epoch 1/2... Discriminator Loss: 1.7872... Generator Loss: 0.2562 Epoch 1/2... Discriminator Loss: 0.6912... Generator Loss: 1.9911 Epoch 1/2... Discriminator Loss: 0.7215... Generator Loss: 0.9958 Epoch 1/2... Discriminator Loss: 0.8485... Generator Loss: 0.7765
Epoch 1/2... Discriminator Loss: 0.8266... Generator Loss: 1.9157 Epoch 1/2... Discriminator Loss: 1.2442... Generator Loss: 0.4501 Epoch 1/2... Discriminator Loss: 0.5893... Generator Loss: 2.9908 Epoch 1/2... Discriminator Loss: 0.2499... Generator Loss: 1.8609 Epoch 1/2... Discriminator Loss: 1.1911... Generator Loss: 0.4553 Epoch 1/2... Discriminator Loss: 0.9957... Generator Loss: 4.1916 Epoch 1/2... Discriminator Loss: 0.1377... Generator Loss: 2.7308 Epoch 1/2... Discriminator Loss: 0.8726... Generator Loss: 0.7231 Epoch 1/2... Discriminator Loss: 0.3088... Generator Loss: 1.7834 Epoch 1/2... Discriminator Loss: 0.3703... Generator Loss: 1.6207
Epoch 1/2... Discriminator Loss: 0.2875... Generator Loss: 2.7755 Epoch 1/2... Discriminator Loss: 0.3322... Generator Loss: 1.6168 Epoch 1/2... Discriminator Loss: 0.2231... Generator Loss: 2.4031 Epoch 1/2... Discriminator Loss: 0.4639... Generator Loss: 1.2939 Epoch 1/2... Discriminator Loss: 0.3727... Generator Loss: 1.9572 Epoch 1/2... Discriminator Loss: 0.1016... Generator Loss: 6.3995 Epoch 1/2... Discriminator Loss: 0.0462... Generator Loss: 4.0973 Epoch 1/2... Discriminator Loss: 0.3984... Generator Loss: 1.3349 Epoch 1/2... Discriminator Loss: 0.1408... Generator Loss: 2.6911 Epoch 1/2... Discriminator Loss: 0.1030... Generator Loss: 4.9080
Epoch 1/2... Discriminator Loss: 0.2327... Generator Loss: 2.0137 Epoch 1/2... Discriminator Loss: 0.0590... Generator Loss: 4.1195 Epoch 1/2... Discriminator Loss: 0.1129... Generator Loss: 2.7765 Epoch 1/2... Discriminator Loss: 0.2472... Generator Loss: 1.7766 Epoch 1/2... Discriminator Loss: 0.1007... Generator Loss: 4.3684 Epoch 1/2... Discriminator Loss: 0.2062... Generator Loss: 2.1104 Epoch 1/2... Discriminator Loss: 0.1106... Generator Loss: 6.6308 Epoch 1/2... Discriminator Loss: 0.1117... Generator Loss: 2.9048 Epoch 1/2... Discriminator Loss: 0.0563... Generator Loss: 3.8131 Epoch 1/2... Discriminator Loss: 0.1569... Generator Loss: 2.2910
Epoch 1/2... Discriminator Loss: 0.1157... Generator Loss: 4.0587 Epoch 1/2... Discriminator Loss: 0.0411... Generator Loss: 4.3623 Epoch 1/2... Discriminator Loss: 0.8034... Generator Loss: 0.7739 Epoch 1/2... Discriminator Loss: 0.1819... Generator Loss: 4.7438 Epoch 1/2... Discriminator Loss: 0.2584... Generator Loss: 2.5148 Epoch 1/2... Discriminator Loss: 1.1321... Generator Loss: 0.5386 Epoch 1/2... Discriminator Loss: 2.2565... Generator Loss: 3.5351 Epoch 1/2... Discriminator Loss: 3.6045... Generator Loss: 0.0587 Epoch 1/2... Discriminator Loss: 14.7781... Generator Loss: 15.2182 Epoch 1/2... Discriminator Loss: 3.2898... Generator Loss: 3.2425
Epoch 1/2... Discriminator Loss: 11.1983... Generator Loss: 0.0011 Epoch 1/2... Discriminator Loss: 4.8155... Generator Loss: 0.0470 Epoch 1/2... Discriminator Loss: 5.1574... Generator Loss: 5.5829 Epoch 1/2... Discriminator Loss: 2.2351... Generator Loss: 2.2697 Epoch 1/2... Discriminator Loss: 4.5221... Generator Loss: 0.0360 Epoch 1/2... Discriminator Loss: 1.8597... Generator Loss: 0.3388 Epoch 1/2... Discriminator Loss: 3.5209... Generator Loss: 3.5032 Epoch 1/2... Discriminator Loss: 1.5129... Generator Loss: 1.0492 Epoch 1/2... Discriminator Loss: 2.4533... Generator Loss: 0.1591 Epoch 1/2... Discriminator Loss: 1.3395... Generator Loss: 1.2310
Epoch 1/2... Discriminator Loss: 1.4815... Generator Loss: 1.1328 Epoch 1/2... Discriminator Loss: 1.7011... Generator Loss: 0.4127 Epoch 1/2... Discriminator Loss: 1.4963... Generator Loss: 0.8566 Epoch 1/2... Discriminator Loss: 1.3806... Generator Loss: 0.7691 Epoch 1/2... Discriminator Loss: 1.3406... Generator Loss: 0.7550 Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.8240 Epoch 1/2... Discriminator Loss: 1.2249... Generator Loss: 0.8739 Epoch 1/2... Discriminator Loss: 1.3492... Generator Loss: 0.6438 Epoch 1/2... Discriminator Loss: 1.4981... Generator Loss: 0.7457 Epoch 1/2... Discriminator Loss: 1.5836... Generator Loss: 0.5188
Epoch 1/2... Discriminator Loss: 1.5685... Generator Loss: 0.8322 Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.6299 Epoch 1/2... Discriminator Loss: 1.2667... Generator Loss: 1.0330 Epoch 1/2... Discriminator Loss: 1.1675... Generator Loss: 0.7369 Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.8155 Epoch 1/2... Discriminator Loss: 1.4760... Generator Loss: 0.6623 Epoch 1/2... Discriminator Loss: 1.8159... Generator Loss: 0.4944 Epoch 1/2... Discriminator Loss: 1.5989... Generator Loss: 0.7440 Epoch 1/2... Discriminator Loss: 1.4212... Generator Loss: 0.7367 Epoch 1/2... Discriminator Loss: 1.3112... Generator Loss: 0.6804
Epoch 1/2... Discriminator Loss: 1.2933... Generator Loss: 1.1139 Epoch 1/2... Discriminator Loss: 1.6692... Generator Loss: 0.4582 Epoch 1/2... Discriminator Loss: 1.8365... Generator Loss: 0.7102 Epoch 1/2... Discriminator Loss: 1.7405... Generator Loss: 0.6495 Epoch 1/2... Discriminator Loss: 1.3181... Generator Loss: 0.8882 Epoch 1/2... Discriminator Loss: 1.2005... Generator Loss: 0.9716 Epoch 1/2... Discriminator Loss: 1.1670... Generator Loss: 0.8215 Epoch 1/2... Discriminator Loss: 1.7370... Generator Loss: 0.5778 Epoch 1/2... Discriminator Loss: 2.6308... Generator Loss: 0.3513 Epoch 1/2... Discriminator Loss: 2.5443... Generator Loss: 0.3545
Epoch 1/2... Discriminator Loss: 1.8159... Generator Loss: 0.9069 Epoch 1/2... Discriminator Loss: 1.1029... Generator Loss: 0.7496 Epoch 1/2... Discriminator Loss: 0.7474... Generator Loss: 1.6642 Epoch 1/2... Discriminator Loss: 1.3403... Generator Loss: 0.6338 Epoch 1/2... Discriminator Loss: 1.9507... Generator Loss: 0.8678 Epoch 1/2... Discriminator Loss: 2.2925... Generator Loss: 0.3394 Epoch 1/2... Discriminator Loss: 2.0056... Generator Loss: 0.5042 Epoch 1/2... Discriminator Loss: 1.6291... Generator Loss: 0.8334 Epoch 1/2... Discriminator Loss: 1.2567... Generator Loss: 0.6357 Epoch 1/2... Discriminator Loss: 1.0611... Generator Loss: 1.0533
Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 0.6848 Epoch 1/2... Discriminator Loss: 1.5431... Generator Loss: 0.8954 Epoch 1/2... Discriminator Loss: 1.6715... Generator Loss: 0.5280 Epoch 1/2... Discriminator Loss: 1.5682... Generator Loss: 0.9764 Epoch 1/2... Discriminator Loss: 1.6155... Generator Loss: 0.3727 Epoch 1/2... Discriminator Loss: 1.8969... Generator Loss: 1.8294 Epoch 1/2... Discriminator Loss: 2.1400... Generator Loss: 0.2200 Epoch 1/2... Discriminator Loss: 1.9124... Generator Loss: 1.2833 Epoch 1/2... Discriminator Loss: 1.9053... Generator Loss: 0.3555 Epoch 1/2... Discriminator Loss: 1.7757... Generator Loss: 0.7817
Epoch 1/2... Discriminator Loss: 1.5787... Generator Loss: 0.7998 Epoch 1/2... Discriminator Loss: 1.2890... Generator Loss: 0.8074 Epoch 1/2... Discriminator Loss: 1.4249... Generator Loss: 0.6765 Epoch 1/2... Discriminator Loss: 1.6342... Generator Loss: 0.7742 Epoch 1/2... Discriminator Loss: 2.1436... Generator Loss: 0.3981 Epoch 1/2... Discriminator Loss: 2.0588... Generator Loss: 0.4482 Epoch 1/2... Discriminator Loss: 1.9785... Generator Loss: 0.8976 Epoch 1/2... Discriminator Loss: 1.2956... Generator Loss: 0.6409 Epoch 1/2... Discriminator Loss: 0.9474... Generator Loss: 0.9883 Epoch 1/2... Discriminator Loss: 1.0739... Generator Loss: 1.0864
Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 0.8090 Epoch 1/2... Discriminator Loss: 1.4894... Generator Loss: 0.8787 Epoch 1/2... Discriminator Loss: 1.6377... Generator Loss: 0.5987 Epoch 1/2... Discriminator Loss: 1.7809... Generator Loss: 0.5959 Epoch 1/2... Discriminator Loss: 1.3943... Generator Loss: 0.8577 Epoch 1/2... Discriminator Loss: 1.2058... Generator Loss: 0.7049 Epoch 1/2... Discriminator Loss: 1.2233... Generator Loss: 1.5519 Epoch 1/2... Discriminator Loss: 1.7680... Generator Loss: 0.2521 Epoch 1/2... Discriminator Loss: 2.2605... Generator Loss: 3.1548 Epoch 1/2... Discriminator Loss: 2.1094... Generator Loss: 0.2150
Epoch 1/2... Discriminator Loss: 1.8362... Generator Loss: 1.0679 Epoch 1/2... Discriminator Loss: 2.1113... Generator Loss: 0.3909 Epoch 1/2... Discriminator Loss: 1.8738... Generator Loss: 0.7058 Epoch 1/2... Discriminator Loss: 1.2301... Generator Loss: 0.8287 Epoch 1/2... Discriminator Loss: 0.9764... Generator Loss: 0.9739 Epoch 1/2... Discriminator Loss: 1.0152... Generator Loss: 0.9690 Epoch 1/2... Discriminator Loss: 1.1798... Generator Loss: 0.8654 Epoch 1/2... Discriminator Loss: 1.3526... Generator Loss: 0.7682 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.5926 Epoch 1/2... Discriminator Loss: 1.5066... Generator Loss: 1.1680
Epoch 1/2... Discriminator Loss: 1.4533... Generator Loss: 0.4079 Epoch 1/2... Discriminator Loss: 1.3228... Generator Loss: 1.7914 Epoch 1/2... Discriminator Loss: 1.3066... Generator Loss: 0.3866 Epoch 1/2... Discriminator Loss: 1.2607... Generator Loss: 1.9753 Epoch 1/2... Discriminator Loss: 1.4033... Generator Loss: 0.4048 Epoch 1/2... Discriminator Loss: 1.4992... Generator Loss: 1.2553 Epoch 1/2... Discriminator Loss: 1.7015... Generator Loss: 0.3485 Epoch 2/2... Discriminator Loss: 1.8916... Generator Loss: 1.5260 Epoch 2/2... Discriminator Loss: 1.5190... Generator Loss: 0.3454 Epoch 2/2... Discriminator Loss: 1.3595... Generator Loss: 2.0590
Epoch 2/2... Discriminator Loss: 1.2345... Generator Loss: 0.4717 Epoch 2/2... Discriminator Loss: 1.1613... Generator Loss: 1.5451 Epoch 2/2... Discriminator Loss: 1.3323... Generator Loss: 0.5266 Epoch 2/2... Discriminator Loss: 1.4441... Generator Loss: 1.1019 Epoch 2/2... Discriminator Loss: 1.3866... Generator Loss: 0.5722 Epoch 2/2... Discriminator Loss: 1.2475... Generator Loss: 1.4015 Epoch 2/2... Discriminator Loss: 1.0901... Generator Loss: 0.6243 Epoch 2/2... Discriminator Loss: 1.1027... Generator Loss: 1.7939 Epoch 2/2... Discriminator Loss: 1.3898... Generator Loss: 0.4057 Epoch 2/2... Discriminator Loss: 1.5717... Generator Loss: 1.7102
Epoch 2/2... Discriminator Loss: 1.5257... Generator Loss: 0.3916 Epoch 2/2... Discriminator Loss: 1.3924... Generator Loss: 1.3858 Epoch 2/2... Discriminator Loss: 1.1230... Generator Loss: 0.6621 Epoch 2/2... Discriminator Loss: 0.9052... Generator Loss: 1.1128 Epoch 2/2... Discriminator Loss: 0.8613... Generator Loss: 1.2560 Epoch 2/2... Discriminator Loss: 1.0162... Generator Loss: 0.7672 Epoch 2/2... Discriminator Loss: 1.0223... Generator Loss: 1.2315 Epoch 2/2... Discriminator Loss: 1.1395... Generator Loss: 0.6925 Epoch 2/2... Discriminator Loss: 1.2596... Generator Loss: 1.4133 Epoch 2/2... Discriminator Loss: 1.4818... Generator Loss: 0.3760
Epoch 2/2... Discriminator Loss: 1.8754... Generator Loss: 3.0159 Epoch 2/2... Discriminator Loss: 1.4167... Generator Loss: 0.3748 Epoch 2/2... Discriminator Loss: 1.1311... Generator Loss: 1.7019 Epoch 2/2... Discriminator Loss: 1.0737... Generator Loss: 0.6425 Epoch 2/2... Discriminator Loss: 1.0007... Generator Loss: 1.3265 Epoch 2/2... Discriminator Loss: 1.1091... Generator Loss: 0.6400 Epoch 2/2... Discriminator Loss: 1.2662... Generator Loss: 1.6741 Epoch 2/2... Discriminator Loss: 1.2936... Generator Loss: 0.4504 Epoch 2/2... Discriminator Loss: 1.3668... Generator Loss: 2.3509 Epoch 2/2... Discriminator Loss: 1.2688... Generator Loss: 0.4422
Epoch 2/2... Discriminator Loss: 1.0929... Generator Loss: 2.0644 Epoch 2/2... Discriminator Loss: 1.0014... Generator Loss: 0.7065 Epoch 2/2... Discriminator Loss: 0.9247... Generator Loss: 1.2036 Epoch 2/2... Discriminator Loss: 0.8937... Generator Loss: 1.1597 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.0299 Epoch 2/2... Discriminator Loss: 0.8587... Generator Loss: 1.2726 Epoch 2/2... Discriminator Loss: 0.9396... Generator Loss: 0.7103 Epoch 2/2... Discriminator Loss: 1.3784... Generator Loss: 2.5281 Epoch 2/2... Discriminator Loss: 2.0168... Generator Loss: 0.1894 Epoch 2/2... Discriminator Loss: 1.4598... Generator Loss: 2.3952
Epoch 2/2... Discriminator Loss: 1.1574... Generator Loss: 0.5279 Epoch 2/2... Discriminator Loss: 0.9663... Generator Loss: 1.6198 Epoch 2/2... Discriminator Loss: 0.9014... Generator Loss: 0.8570 Epoch 2/2... Discriminator Loss: 0.8172... Generator Loss: 1.3849 Epoch 2/2... Discriminator Loss: 0.9553... Generator Loss: 0.8564 Epoch 2/2... Discriminator Loss: 0.9024... Generator Loss: 1.6263 Epoch 2/2... Discriminator Loss: 1.0171... Generator Loss: 0.6150 Epoch 2/2... Discriminator Loss: 1.2671... Generator Loss: 2.9667 Epoch 2/2... Discriminator Loss: 1.4591... Generator Loss: 0.3417 Epoch 2/2... Discriminator Loss: 1.0137... Generator Loss: 2.2314
Epoch 2/2... Discriminator Loss: 0.9835... Generator Loss: 0.7182 Epoch 2/2... Discriminator Loss: 0.9314... Generator Loss: 1.4068 Epoch 2/2... Discriminator Loss: 0.9174... Generator Loss: 0.8050 Epoch 2/2... Discriminator Loss: 1.3406... Generator Loss: 2.3504 Epoch 2/2... Discriminator Loss: 1.7124... Generator Loss: 0.2582 Epoch 2/2... Discriminator Loss: 1.4946... Generator Loss: 3.1649 Epoch 2/2... Discriminator Loss: 0.9687... Generator Loss: 0.7073 Epoch 2/2... Discriminator Loss: 0.7318... Generator Loss: 1.3710 Epoch 2/2... Discriminator Loss: 0.8314... Generator Loss: 1.2678 Epoch 2/2... Discriminator Loss: 0.8331... Generator Loss: 1.0711
Epoch 2/2... Discriminator Loss: 0.8194... Generator Loss: 1.3432 Epoch 2/2... Discriminator Loss: 0.7691... Generator Loss: 1.2135 Epoch 2/2... Discriminator Loss: 0.8115... Generator Loss: 0.9196 Epoch 2/2... Discriminator Loss: 0.8450... Generator Loss: 1.9564 Epoch 2/2... Discriminator Loss: 1.2226... Generator Loss: 0.4558 Epoch 2/2... Discriminator Loss: 1.4408... Generator Loss: 3.3140 Epoch 2/2... Discriminator Loss: 1.2352... Generator Loss: 0.4353 Epoch 2/2... Discriminator Loss: 0.8246... Generator Loss: 2.2742 Epoch 2/2... Discriminator Loss: 0.6434... Generator Loss: 1.3650 Epoch 2/2... Discriminator Loss: 0.8748... Generator Loss: 0.8512
Epoch 2/2... Discriminator Loss: 1.0021... Generator Loss: 1.8988 Epoch 2/2... Discriminator Loss: 1.5632... Generator Loss: 0.3042 Epoch 2/2... Discriminator Loss: 1.4222... Generator Loss: 3.1214 Epoch 2/2... Discriminator Loss: 1.0880... Generator Loss: 0.5709 Epoch 2/2... Discriminator Loss: 0.6952... Generator Loss: 1.8385 Epoch 2/2... Discriminator Loss: 0.6206... Generator Loss: 1.6432 Epoch 2/2... Discriminator Loss: 0.8847... Generator Loss: 0.8387 Epoch 2/2... Discriminator Loss: 0.8049... Generator Loss: 1.7438 Epoch 2/2... Discriminator Loss: 0.9381... Generator Loss: 0.7469 Epoch 2/2... Discriminator Loss: 1.3700... Generator Loss: 3.1367
Epoch 2/2... Discriminator Loss: 1.9974... Generator Loss: 0.2147 Epoch 2/2... Discriminator Loss: 1.2409... Generator Loss: 3.2382 Epoch 2/2... Discriminator Loss: 1.1714... Generator Loss: 0.5579 Epoch 2/2... Discriminator Loss: 0.7509... Generator Loss: 1.8671 Epoch 2/2... Discriminator Loss: 0.7538... Generator Loss: 1.2532 Epoch 2/2... Discriminator Loss: 0.7017... Generator Loss: 1.1510 Epoch 2/2... Discriminator Loss: 0.7586... Generator Loss: 1.2358 Epoch 2/2... Discriminator Loss: 0.7617... Generator Loss: 1.3334 Epoch 2/2... Discriminator Loss: 0.8480... Generator Loss: 0.9912 Epoch 2/2... Discriminator Loss: 0.7564... Generator Loss: 1.3067
Epoch 2/2... Discriminator Loss: 0.7930... Generator Loss: 0.9348 Epoch 2/2... Discriminator Loss: 0.8127... Generator Loss: 2.4684 Epoch 2/2... Discriminator Loss: 1.3782... Generator Loss: 0.4628 Epoch 2/2... Discriminator Loss: 1.5126... Generator Loss: 3.8367 Epoch 2/2... Discriminator Loss: 1.7468... Generator Loss: 0.2857 Epoch 2/2... Discriminator Loss: 1.1007... Generator Loss: 3.0057 Epoch 2/2... Discriminator Loss: 0.9002... Generator Loss: 0.7449 Epoch 2/2... Discriminator Loss: 0.7124... Generator Loss: 1.5614 Epoch 2/2... Discriminator Loss: 0.7780... Generator Loss: 1.2466 Epoch 2/2... Discriminator Loss: 0.9024... Generator Loss: 1.2896
Epoch 2/2... Discriminator Loss: 1.1195... Generator Loss: 0.5624 Epoch 2/2... Discriminator Loss: 1.1381... Generator Loss: 2.7889 Epoch 2/2... Discriminator Loss: 1.4898... Generator Loss: 0.3738 Epoch 2/2... Discriminator Loss: 0.9767... Generator Loss: 2.5105 Epoch 2/2... Discriminator Loss: 0.9146... Generator Loss: 0.7776 Epoch 2/2... Discriminator Loss: 0.8784... Generator Loss: 2.1293 Epoch 2/2... Discriminator Loss: 1.3088... Generator Loss: 0.4434 Epoch 2/2... Discriminator Loss: 1.1432... Generator Loss: 3.5949 Epoch 2/2... Discriminator Loss: 1.3806... Generator Loss: 0.4171 Epoch 2/2... Discriminator Loss: 0.7271... Generator Loss: 2.4092
Epoch 2/2... Discriminator Loss: 1.0377... Generator Loss: 0.7621 Epoch 2/2... Discriminator Loss: 1.1226... Generator Loss: 2.4749 Epoch 2/2... Discriminator Loss: 1.8664... Generator Loss: 0.2430 Epoch 2/2... Discriminator Loss: 1.6415... Generator Loss: 3.8987 Epoch 2/2... Discriminator Loss: 1.0649... Generator Loss: 0.6480 Epoch 2/2... Discriminator Loss: 0.6203... Generator Loss: 1.6048 Epoch 2/2... Discriminator Loss: 0.7143... Generator Loss: 1.5994 Epoch 2/2... Discriminator Loss: 1.0335... Generator Loss: 0.5971 Epoch 2/2... Discriminator Loss: 1.1270... Generator Loss: 3.5644 Epoch 2/2... Discriminator Loss: 0.9367... Generator Loss: 0.7063
Epoch 2/2... Discriminator Loss: 0.5669... Generator Loss: 1.6042 Epoch 2/2... Discriminator Loss: 0.5489... Generator Loss: 1.8813 Epoch 2/2... Discriminator Loss: 0.7069... Generator Loss: 0.9825 Epoch 2/2... Discriminator Loss: 0.5530... Generator Loss: 2.0854 Epoch 2/2... Discriminator Loss: 0.5831... Generator Loss: 1.1624 Epoch 2/2... Discriminator Loss: 0.4572... Generator Loss: 1.5302 Epoch 2/2... Discriminator Loss: 0.4922... Generator Loss: 1.5092 Epoch 2/2... Discriminator Loss: 0.4803... Generator Loss: 1.4344 Epoch 2/2... Discriminator Loss: 0.4162... Generator Loss: 1.5693 Epoch 2/2... Discriminator Loss: 0.5744... Generator Loss: 1.1846
Epoch 2/2... Discriminator Loss: 0.4584... Generator Loss: 1.6429 Epoch 2/2... Discriminator Loss: 0.3674... Generator Loss: 1.6414 Epoch 2/2... Discriminator Loss: 0.3773... Generator Loss: 1.6527 Epoch 2/2... Discriminator Loss: 0.3953... Generator Loss: 1.5011 Epoch 2/2... Discriminator Loss: 0.4358... Generator Loss: 1.3880 Epoch 2/2... Discriminator Loss: 0.2103... Generator Loss: 2.5780 Epoch 2/2... Discriminator Loss: 0.3859... Generator Loss: 1.4324 Epoch 2/2... Discriminator Loss: 0.3566... Generator Loss: 1.6634 Epoch 2/2... Discriminator Loss: 0.2058... Generator Loss: 2.4887 Epoch 2/2... Discriminator Loss: 0.3476... Generator Loss: 1.6168
Epoch 2/2... Discriminator Loss: 0.1955... Generator Loss: 2.7950 Epoch 2/2... Discriminator Loss: 0.8472... Generator Loss: 0.7876 Epoch 2/2... Discriminator Loss: 1.0131... Generator Loss: 2.9863 Epoch 2/2... Discriminator Loss: 1.2870... Generator Loss: 0.5659 Epoch 2/2... Discriminator Loss: 1.8770... Generator Loss: 2.2071 Epoch 2/2... Discriminator Loss: 3.7445... Generator Loss: 0.0592 Epoch 2/2... Discriminator Loss: 1.5680... Generator Loss: 3.7007 Epoch 2/2... Discriminator Loss: 1.9397... Generator Loss: 0.3703 Epoch 2/2... Discriminator Loss: 1.5403... Generator Loss: 1.8193 Epoch 2/2... Discriminator Loss: 1.0730... Generator Loss: 0.5868
Epoch 2/2... Discriminator Loss: 0.8827... Generator Loss: 2.4707 Epoch 2/2... Discriminator Loss: 0.6120... Generator Loss: 1.1082 Epoch 2/2... Discriminator Loss: 0.5907... Generator Loss: 1.3214 Epoch 2/2... Discriminator Loss: 0.6735... Generator Loss: 1.9440 Epoch 2/2... Discriminator Loss: 0.9974... Generator Loss: 0.5728 Epoch 2/2... Discriminator Loss: 1.9807... Generator Loss: 4.2494 Epoch 2/2... Discriminator Loss: 2.5590... Generator Loss: 0.1360 Epoch 2/2... Discriminator Loss: 0.7155... Generator Loss: 2.5042 Epoch 2/2... Discriminator Loss: 1.0595... Generator Loss: 0.9480 Epoch 2/2... Discriminator Loss: 1.1229... Generator Loss: 0.6530
Epoch 2/2... Discriminator Loss: 1.2533... Generator Loss: 2.2502 Epoch 2/2... Discriminator Loss: 1.5056... Generator Loss: 0.3367 Epoch 2/2... Discriminator Loss: 0.8714... Generator Loss: 2.7369 Epoch 2/2... Discriminator Loss: 0.8633... Generator Loss: 0.8175 Epoch 2/2... Discriminator Loss: 0.5074... Generator Loss: 1.3485 Epoch 2/2... Discriminator Loss: 0.6058... Generator Loss: 1.7947 Epoch 2/2... Discriminator Loss: 1.4057... Generator Loss: 0.3953 Epoch 2/2... Discriminator Loss: 1.1652... Generator Loss: 3.0425 Epoch 2/2... Discriminator Loss: 1.1971... Generator Loss: 0.5401 Epoch 2/2... Discriminator Loss: 1.6108... Generator Loss: 3.0972
Epoch 2/2... Discriminator Loss: 2.0559... Generator Loss: 0.2054 Epoch 2/2... Discriminator Loss: 0.8514... Generator Loss: 3.3417 Epoch 2/2... Discriminator Loss: 0.5616... Generator Loss: 1.2368 Epoch 2/2... Discriminator Loss: 0.8723... Generator Loss: 0.7969 Epoch 2/2... Discriminator Loss: 0.8093... Generator Loss: 1.8060 Epoch 2/2... Discriminator Loss: 1.3639... Generator Loss: 0.4303 Epoch 2/2... Discriminator Loss: 0.8244... Generator Loss: 2.5860 Epoch 2/2... Discriminator Loss: 0.8261... Generator Loss: 0.8457 Epoch 2/2... Discriminator Loss: 0.6192... Generator Loss: 1.5460 Epoch 2/2... Discriminator Loss: 0.3607... Generator Loss: 1.6802
Epoch 2/2... Discriminator Loss: 0.4429... Generator Loss: 1.5627 Epoch 2/2... Discriminator Loss: 0.5687... Generator Loss: 1.2529 Epoch 2/2... Discriminator Loss: 0.3672... Generator Loss: 1.9596 Epoch 2/2... Discriminator Loss: 0.1921... Generator Loss: 2.5352 Epoch 2/2... Discriminator Loss: 0.4509... Generator Loss: 1.2804 Epoch 2/2... Discriminator Loss: 0.3540... Generator Loss: 1.6965 Epoch 2/2... Discriminator Loss: 0.1582... Generator Loss: 4.0304 Epoch 2/2... Discriminator Loss: 0.1017... Generator Loss: 2.9677 Epoch 2/2... Discriminator Loss: 0.3827... Generator Loss: 1.3751 Epoch 2/2... Discriminator Loss: 0.3833... Generator Loss: 2.1445
Epoch 2/2... Discriminator Loss: 0.1650... Generator Loss: 2.5036 Epoch 2/2... Discriminator Loss: 0.3656... Generator Loss: 1.6739 Epoch 2/2... Discriminator Loss: 0.1723... Generator Loss: 2.6546 Epoch 2/2... Discriminator Loss: 0.0792... Generator Loss: 3.4203 Epoch 2/2... Discriminator Loss: 0.6101... Generator Loss: 1.0055 Epoch 2/2... Discriminator Loss: 0.1935... Generator Loss: 4.8239 Epoch 2/2... Discriminator Loss: 0.3565... Generator Loss: 1.6257 Epoch 2/2... Discriminator Loss: 0.0861... Generator Loss: 3.5141 Epoch 2/2... Discriminator Loss: 0.4158... Generator Loss: 1.3599 Epoch 2/2... Discriminator Loss: 0.5342... Generator Loss: 3.5151
Epoch 2/2... Discriminator Loss: 0.8701... Generator Loss: 1.2293 Epoch 2/2... Discriminator Loss: 3.2986... Generator Loss: 0.0669 Epoch 2/2... Discriminator Loss: 7.0603... Generator Loss: 7.2403 Epoch 2/2... Discriminator Loss: 0.4570... Generator Loss: 3.0108 Epoch 2/2... Discriminator Loss: 0.9245... Generator Loss: 0.6965 Epoch 2/2... Discriminator Loss: 1.0100... Generator Loss: 1.7704 Epoch 2/2... Discriminator Loss: 2.9031... Generator Loss: 0.0880 Epoch 2/2... Discriminator Loss: 4.3098... Generator Loss: 4.1069 Epoch 2/2... Discriminator Loss: 2.7716... Generator Loss: 0.1603 Epoch 2/2... Discriminator Loss: 1.1437... Generator Loss: 1.3271
Epoch 2/2... Discriminator Loss: 1.3236... Generator Loss: 0.7781 Epoch 2/2... Discriminator Loss: 1.6379... Generator Loss: 0.8818 Epoch 2/2... Discriminator Loss: 1.5935... Generator Loss: 0.5479 Epoch 2/2... Discriminator Loss: 1.2185... Generator Loss: 1.1118 Epoch 2/2... Discriminator Loss: 1.2646... Generator Loss: 0.4993 Epoch 2/2... Discriminator Loss: 1.1755... Generator Loss: 2.4279 Epoch 2/2... Discriminator Loss: 1.3374... Generator Loss: 0.4402 Epoch 2/2... Discriminator Loss: 0.8580... Generator Loss: 2.1103 Epoch 2/2... Discriminator Loss: 1.0736... Generator Loss: 0.6270 Epoch 2/2... Discriminator Loss: 0.9032... Generator Loss: 1.2371
Epoch 2/2... Discriminator Loss: 0.9210... Generator Loss: 1.0969 Epoch 2/2... Discriminator Loss: 0.8261... Generator Loss: 0.9563 Epoch 2/2... Discriminator Loss: 0.8248... Generator Loss: 1.7177 Epoch 2/2... Discriminator Loss: 1.2097... Generator Loss: 0.4636 Epoch 2/2... Discriminator Loss: 2.3421... Generator Loss: 4.3129 Epoch 2/2... Discriminator Loss: 2.3818... Generator Loss: 0.1434 Epoch 2/2... Discriminator Loss: 1.7434... Generator Loss: 3.7510 Epoch 2/2... Discriminator Loss: 1.1561... Generator Loss: 0.5934 Epoch 2/2... Discriminator Loss: 0.7006... Generator Loss: 1.3839 Epoch 2/2... Discriminator Loss: 0.7706... Generator Loss: 1.3165
Epoch 2/2... Discriminator Loss: 0.8526... Generator Loss: 0.8795 Epoch 2/2... Discriminator Loss: 0.7259... Generator Loss: 1.5361 Epoch 2/2... Discriminator Loss: 0.6961... Generator Loss: 1.3023 Epoch 2/2... Discriminator Loss: 0.7417... Generator Loss: 1.0354 Epoch 2/2... Discriminator Loss: 0.6182... Generator Loss: 1.5485 Epoch 2/2... Discriminator Loss: 0.6748... Generator Loss: 1.0810 Epoch 2/2... Discriminator Loss: 0.6192... Generator Loss: 1.6545 Epoch 2/2... Discriminator Loss: 0.7039... Generator Loss: 0.9710 Epoch 2/2... Discriminator Loss: 0.6312... Generator Loss: 1.4969 Epoch 2/2... Discriminator Loss: 0.6254... Generator Loss: 1.2158
Epoch 2/2... Discriminator Loss: 0.7203... Generator Loss: 0.9661 Epoch 2/2... Discriminator Loss: 0.5420... Generator Loss: 1.8567 Epoch 2/2... Discriminator Loss: 0.5893... Generator Loss: 1.0919 Epoch 2/2... Discriminator Loss: 0.6428... Generator Loss: 1.1210 Epoch 2/2... Discriminator Loss: 0.6305... Generator Loss: 1.6967 Epoch 2/2... Discriminator Loss: 1.0105... Generator Loss: 0.6101 Epoch 2/2... Discriminator Loss: 0.7022... Generator Loss: 2.5516 Epoch 2/2... Discriminator Loss: 1.2630... Generator Loss: 0.4374 Epoch 2/2... Discriminator Loss: 0.7043... Generator Loss: 2.1476 Epoch 2/2... Discriminator Loss: 0.7217... Generator Loss: 0.8889
Epoch 2/2... Discriminator Loss: 0.4644... Generator Loss: 1.8408 Epoch 2/2... Discriminator Loss: 0.5310... Generator Loss: 1.2752 Epoch 2/2... Discriminator Loss: 0.6094... Generator Loss: 1.0909 Epoch 2/2... Discriminator Loss: 0.5883... Generator Loss: 1.7040 Epoch 2/2... Discriminator Loss: 0.4342... Generator Loss: 1.6419 Epoch 2/2... Discriminator Loss: 0.1510... Generator Loss: 2.9280 Epoch 2/2... Discriminator Loss: 0.4377... Generator Loss: 1.3701 Epoch 2/2... Discriminator Loss: 0.4108... Generator Loss: 2.0102 Epoch 2/2... Discriminator Loss: 0.2960... Generator Loss: 2.0633 Epoch 2/2... Discriminator Loss: 0.3062... Generator Loss: 1.7526
Epoch 2/2... Discriminator Loss: 0.2410... Generator Loss: 2.2468 Epoch 2/2... Discriminator Loss: 0.2988... Generator Loss: 1.8453 Epoch 2/2... Discriminator Loss: 0.1242... Generator Loss: 3.2868 Epoch 2/2... Discriminator Loss: 0.2417... Generator Loss: 2.0685 Epoch 2/2... Discriminator Loss: 0.1350... Generator Loss: 3.0971 Epoch 2/2... Discriminator Loss: 0.2873... Generator Loss: 1.7694 Epoch 2/2... Discriminator Loss: 0.3414... Generator Loss: 1.7562 Epoch 2/2... Discriminator Loss: 0.1909... Generator Loss: 2.5204 Epoch 2/2... Discriminator Loss: 0.1144... Generator Loss: 3.3374 Epoch 2/2... Discriminator Loss: 0.3989... Generator Loss: 1.4163
Epoch 2/2... Discriminator Loss: 0.1697... Generator Loss: 4.4869 Epoch 2/2... Discriminator Loss: 0.1543... Generator Loss: 2.4765 Epoch 2/2... Discriminator Loss: 0.2505... Generator Loss: 1.8735 Epoch 2/2... Discriminator Loss: 0.3196... Generator Loss: 1.6433 Epoch 2/2... Discriminator Loss: 0.2121... Generator Loss: 5.2049 Epoch 2/2... Discriminator Loss: 0.3958... Generator Loss: 2.2331 Epoch 2/2... Discriminator Loss: 2.8253... Generator Loss: 0.1021 Epoch 2/2... Discriminator Loss: 5.4248... Generator Loss: 7.5946 Epoch 2/2... Discriminator Loss: 1.1184... Generator Loss: 0.7150 Epoch 2/2... Discriminator Loss: 0.6613... Generator Loss: 1.3398
Epoch 2/2... Discriminator Loss: 0.5813... Generator Loss: 2.4932 Epoch 2/2... Discriminator Loss: 0.7264... Generator Loss: 0.8995 Epoch 2/2... Discriminator Loss: 0.4457... Generator Loss: 3.2064 Epoch 2/2... Discriminator Loss: 0.6980... Generator Loss: 0.9986 Epoch 2/2... Discriminator Loss: 0.6336... Generator Loss: 2.1619 Epoch 2/2... Discriminator Loss: 0.8726... Generator Loss: 0.7834 Epoch 2/2... Discriminator Loss: 0.3961... Generator Loss: 2.3716 Epoch 2/2... Discriminator Loss: 0.6734... Generator Loss: 0.9873 Epoch 2/2... Discriminator Loss: 0.3984... Generator Loss: 1.9320 Epoch 2/2... Discriminator Loss: 0.1877... Generator Loss: 3.1310
Epoch 2/2... Discriminator Loss: 0.2728... Generator Loss: 2.0135 Epoch 2/2... Discriminator Loss: 0.1590... Generator Loss: 3.3217 Epoch 2/2... Discriminator Loss: 0.6861... Generator Loss: 0.9829 Epoch 2/2... Discriminator Loss: 0.2549... Generator Loss: 2.8335 Epoch 2/2... Discriminator Loss: 0.2905... Generator Loss: 1.7925 Epoch 2/2... Discriminator Loss: 0.0955... Generator Loss: 3.3632 Epoch 2/2... Discriminator Loss: 0.1087... Generator Loss: 2.9792 Epoch 2/2... Discriminator Loss: 0.6736... Generator Loss: 0.9969 Epoch 2/2... Discriminator Loss: 0.4364... Generator Loss: 5.0194 Epoch 2/2... Discriminator Loss: 1.3874... Generator Loss: 3.4959
Epoch 2/2... Discriminator Loss: 4.2305... Generator Loss: 0.0280 Epoch 2/2... Discriminator Loss: 4.1489... Generator Loss: 5.8145 Epoch 2/2... Discriminator Loss: 1.4677... Generator Loss: 0.4292 Epoch 2/2... Discriminator Loss: 0.7193... Generator Loss: 1.3694 Epoch 2/2... Discriminator Loss: 0.8882... Generator Loss: 1.9771 Epoch 2/2... Discriminator Loss: 2.4616... Generator Loss: 0.1461 Epoch 2/2... Discriminator Loss: 1.1743... Generator Loss: 2.6048 Epoch 2/2... Discriminator Loss: 0.8436... Generator Loss: 1.0265 Epoch 2/2... Discriminator Loss: 0.8824... Generator Loss: 0.7527 Epoch 2/2... Discriminator Loss: 0.8408... Generator Loss: 2.0713
Epoch 2/2... Discriminator Loss: 1.2046... Generator Loss: 0.5110 Epoch 2/2... Discriminator Loss: 0.6720... Generator Loss: 1.6347 Epoch 2/2... Discriminator Loss: 0.7910... Generator Loss: 1.2312 Epoch 2/2... Discriminator Loss: 1.1016... Generator Loss: 0.5849 Epoch 2/2... Discriminator Loss: 1.9425... Generator Loss: 2.9986 Epoch 2/2... Discriminator Loss: 0.9825... Generator Loss: 0.6466 Epoch 2/2... Discriminator Loss: 0.7115... Generator Loss: 2.9489 Epoch 2/2... Discriminator Loss: 2.3323... Generator Loss: 0.1665 Epoch 2/2... Discriminator Loss: 3.1411... Generator Loss: 3.5846 Epoch 2/2... Discriminator Loss: 1.8413... Generator Loss: 0.2451
Epoch 2/2... Discriminator Loss: 0.7402... Generator Loss: 2.3255 Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.2909 Epoch 2/2... Discriminator Loss: 0.9481... Generator Loss: 0.7453 Epoch 2/2... Discriminator Loss: 0.5569... Generator Loss: 1.7767 Epoch 2/2... Discriminator Loss: 0.5056... Generator Loss: 1.6447 Epoch 2/2... Discriminator Loss: 0.6585... Generator Loss: 1.0238 Epoch 2/2... Discriminator Loss: 0.6745... Generator Loss: 1.1635 Epoch 2/2... Discriminator Loss: 0.6615... Generator Loss: 1.6286 Epoch 2/2... Discriminator Loss: 0.7214... Generator Loss: 0.8914 Epoch 2/2... Discriminator Loss: 0.5744... Generator Loss: 1.4982
Epoch 2/2... Discriminator Loss: 0.2692... Generator Loss: 2.0754 Epoch 2/2... Discriminator Loss: 0.4199... Generator Loss: 1.5295 Epoch 2/2... Discriminator Loss: 0.4174... Generator Loss: 2.0194 Epoch 2/2... Discriminator Loss: 0.3774... Generator Loss: 1.7472 Epoch 2/2... Discriminator Loss: 0.1898... Generator Loss: 2.4651 Epoch 2/2... Discriminator Loss: 0.3086... Generator Loss: 1.7188 Epoch 2/2... Discriminator Loss: 0.2763... Generator Loss: 2.0562 Epoch 2/2... Discriminator Loss: 0.2364... Generator Loss: 2.5444 Epoch 2/2... Discriminator Loss: 0.3211... Generator Loss: 1.7394 Epoch 2/2... Discriminator Loss: 0.5188... Generator Loss: 1.2505
Epoch 2/2... Discriminator Loss: 0.4338... Generator Loss: 1.6893 Epoch 2/2... Discriminator Loss: 0.6504... Generator Loss: 0.9942 Epoch 2/2... Discriminator Loss: 0.3683... Generator Loss: 1.7114 Epoch 2/2... Discriminator Loss: 0.1144... Generator Loss: 3.8255 Epoch 2/2... Discriminator Loss: 0.3655... Generator Loss: 1.4984 Epoch 2/2... Discriminator Loss: 0.2219... Generator Loss: 2.1930 Epoch 2/2... Discriminator Loss: 0.1715... Generator Loss: 2.4670 Epoch 2/2... Discriminator Loss: 0.3684... Generator Loss: 1.5796 Epoch 2/2... Discriminator Loss: 0.1017... Generator Loss: 3.4163 Epoch 2/2... Discriminator Loss: 0.1268... Generator Loss: 2.8507
Epoch 2/2... Discriminator Loss: 0.2415... Generator Loss: 1.9330 Epoch 2/2... Discriminator Loss: 0.2698... Generator Loss: 1.8473 Epoch 2/2... Discriminator Loss: 0.1927... Generator Loss: 4.2548 Epoch 2/2... Discriminator Loss: 0.1456... Generator Loss: 2.6796 Epoch 2/2... Discriminator Loss: 0.2565... Generator Loss: 1.8992 Epoch 2/2... Discriminator Loss: 0.1587... Generator Loss: 2.6213 Epoch 2/2... Discriminator Loss: 0.0819... Generator Loss: 4.1052 Epoch 2/2... Discriminator Loss: 0.1829... Generator Loss: 2.2823 Epoch 2/2... Discriminator Loss: 0.3165... Generator Loss: 1.6465 Epoch 2/2... Discriminator Loss: 0.1047... Generator Loss: 3.8692
Epoch 2/2... Discriminator Loss: 0.0617... Generator Loss: 4.1794 Epoch 2/2... Discriminator Loss: 0.2728... Generator Loss: 1.7784 Epoch 2/2... Discriminator Loss: 0.1458... Generator Loss: 6.0417 Epoch 2/2... Discriminator Loss: 0.0791... Generator Loss: 3.9615 Epoch 2/2... Discriminator Loss: 0.1736... Generator Loss: 2.1311 Epoch 2/2... Discriminator Loss: 0.1705... Generator Loss: 2.2850 Epoch 2/2... Discriminator Loss: 0.2342... Generator Loss: 1.9453 Epoch 2/2... Discriminator Loss: 0.2101... Generator Loss: 3.0054 Epoch 2/2... Discriminator Loss: 0.1062... Generator Loss: 3.9740 Epoch 2/2... Discriminator Loss: 0.0638... Generator Loss: 3.5745
Epoch 2/2... Discriminator Loss: 0.0885... Generator Loss: 2.9976 Epoch 2/2... Discriminator Loss: 0.5293... Generator Loss: 1.1304 Epoch 2/2... Discriminator Loss: 0.0657... Generator Loss: 4.3379 Epoch 2/2... Discriminator Loss: 0.0586... Generator Loss: 4.5870 Epoch 2/2... Discriminator Loss: 0.3102... Generator Loss: 1.6335 Epoch 2/2... Discriminator Loss: 0.0705... Generator Loss: 4.1826 Epoch 2/2... Discriminator Loss: 0.1648... Generator Loss: 2.3106 Epoch 2/2... Discriminator Loss: 0.1632... Generator Loss: 2.3940 Epoch 2/2... Discriminator Loss: 0.0474... Generator Loss: 6.6136 Epoch 2/2... Discriminator Loss: 0.1250... Generator Loss: 2.7503
Epoch 2/2... Discriminator Loss: 0.0360... Generator Loss: 4.8909 Epoch 2/2... Discriminator Loss: 0.0985... Generator Loss: 2.8243 Epoch 2/2... Discriminator Loss: 0.1733... Generator Loss: 2.3542 Epoch 2/2... Discriminator Loss: 0.0822... Generator Loss: 3.5485 Epoch 2/2... Discriminator Loss: 0.0343... Generator Loss: 4.9801 Epoch 2/2... Discriminator Loss: 0.0526... Generator Loss: 3.8577 Epoch 2/2... Discriminator Loss: 0.0723... Generator Loss: 3.2993 Epoch 2/2... Discriminator Loss: 0.0939... Generator Loss: 3.1468 Epoch 2/2... Discriminator Loss: 0.0680... Generator Loss: 3.4262 Epoch 2/2... Discriminator Loss: 0.1173... Generator Loss: 2.7706
Epoch 2/2... Discriminator Loss: 0.0566... Generator Loss: 4.4220 Epoch 2/2... Discriminator Loss: 0.2667... Generator Loss: 1.8355 Epoch 2/2... Discriminator Loss: 0.0640... Generator Loss: 6.1901 Epoch 2/2... Discriminator Loss: 0.1633... Generator Loss: 2.3360 Epoch 2/2... Discriminator Loss: 0.0314... Generator Loss: 6.3247 Epoch 2/2... Discriminator Loss: 0.0313... Generator Loss: 4.6896 Epoch 2/2... Discriminator Loss: 0.1223... Generator Loss: 2.5212 Epoch 2/2... Discriminator Loss: 0.1045... Generator Loss: 2.7246 Epoch 2/2... Discriminator Loss: 0.1826... Generator Loss: 2.2276 Epoch 2/2... Discriminator Loss: 0.0711... Generator Loss: 3.5724
Epoch 2/2... Discriminator Loss: 0.0452... Generator Loss: 5.0503 Epoch 2/2... Discriminator Loss: 0.1303... Generator Loss: 2.4568 Epoch 2/2... Discriminator Loss: 0.0315... Generator Loss: 5.1914 Epoch 2/2... Discriminator Loss: 0.2042... Generator Loss: 2.0177 Epoch 2/2... Discriminator Loss: 0.0911... Generator Loss: 5.7274 Epoch 2/2... Discriminator Loss: 0.1160... Generator Loss: 3.8931 Epoch 2/2... Discriminator Loss: 0.5524... Generator Loss: 1.1516 Epoch 2/2... Discriminator Loss: 0.0940... Generator Loss: 2.9529 Epoch 2/2... Discriminator Loss: 0.0423... Generator Loss: 4.7729 Epoch 2/2... Discriminator Loss: 0.0637... Generator Loss: 3.4996
Epoch 2/2... Discriminator Loss: 0.0726... Generator Loss: 3.4068 Epoch 2/2... Discriminator Loss: 0.2883... Generator Loss: 1.7391 Epoch 2/2... Discriminator Loss: 0.0391... Generator Loss: 5.6838 Epoch 2/2... Discriminator Loss: 0.2269... Generator Loss: 1.8730 Epoch 2/2... Discriminator Loss: 0.0405... Generator Loss: 7.1180 Epoch 2/2... Discriminator Loss: 0.0447... Generator Loss: 4.0082 Epoch 2/2... Discriminator Loss: 0.0498... Generator Loss: 3.7188 Epoch 2/2... Discriminator Loss: 0.3318... Generator Loss: 1.6000 Epoch 2/2... Discriminator Loss: 0.1607... Generator Loss: 2.3333 Epoch 2/2... Discriminator Loss: 0.0583... Generator Loss: 5.2348
Epoch 2/2... Discriminator Loss: 0.1954... Generator Loss: 2.1804 Epoch 2/2... Discriminator Loss: 0.2503... Generator Loss: 1.9262 Epoch 2/2... Discriminator Loss: 0.0328... Generator Loss: 6.0901 Epoch 2/2... Discriminator Loss: 0.1001... Generator Loss: 2.9989 Epoch 2/2... Discriminator Loss: 0.1805... Generator Loss: 2.2136 Epoch 2/2... Discriminator Loss: 0.3070... Generator Loss: 2.4791 Epoch 2/2... Discriminator Loss: 0.6598... Generator Loss: 2.6782 Epoch 2/2... Discriminator Loss: 3.8434... Generator Loss: 0.0353 Epoch 2/2... Discriminator Loss: 8.6732... Generator Loss: 9.6609 Epoch 2/2... Discriminator Loss: 1.3953... Generator Loss: 2.0814
Epoch 2/2... Discriminator Loss: 4.3337... Generator Loss: 0.0349 Epoch 2/2... Discriminator Loss: 2.0570... Generator Loss: 3.7030 Epoch 2/2... Discriminator Loss: 1.2925... Generator Loss: 0.5908 Epoch 2/2... Discriminator Loss: 1.1227... Generator Loss: 1.3167 Epoch 2/2... Discriminator Loss: 1.0185... Generator Loss: 1.1814 Epoch 2/2... Discriminator Loss: 0.9324... Generator Loss: 1.0000 Epoch 2/2... Discriminator Loss: 0.9804... Generator Loss: 1.2340 Epoch 2/2... Discriminator Loss: 0.9097... Generator Loss: 1.1589 Epoch 2/2... Discriminator Loss: 0.8157... Generator Loss: 1.1544 Epoch 2/2... Discriminator Loss: 0.8079... Generator Loss: 1.1068
Epoch 2/2... Discriminator Loss: 0.7738... Generator Loss: 1.3457 Epoch 2/2... Discriminator Loss: 0.9045... Generator Loss: 0.9497 Epoch 2/2... Discriminator Loss: 0.9219... Generator Loss: 1.9917 Epoch 2/2... Discriminator Loss: 0.9907... Generator Loss: 0.6681 Epoch 2/2... Discriminator Loss: 1.0861... Generator Loss: 2.0784 Epoch 2/2... Discriminator Loss: 1.1425... Generator Loss: 0.5631 Epoch 2/2... Discriminator Loss: 1.1140... Generator Loss: 2.5533 Epoch 2/2... Discriminator Loss: 1.1975... Generator Loss: 0.5462 Epoch 2/2... Discriminator Loss: 0.9024... Generator Loss: 1.7877 Epoch 2/2... Discriminator Loss: 0.8047... Generator Loss: 1.0602
Epoch 2/2... Discriminator Loss: 0.7940... Generator Loss: 1.1277 Epoch 2/2... Discriminator Loss: 0.8482... Generator Loss: 1.7620 Epoch 2/2... Discriminator Loss: 0.9020... Generator Loss: 0.7487 Epoch 2/2... Discriminator Loss: 1.0881... Generator Loss: 2.5853 Epoch 2/2... Discriminator Loss: 0.9087... Generator Loss: 0.7970 Epoch 2/2... Discriminator Loss: 0.7181... Generator Loss: 1.4319 Epoch 2/2... Discriminator Loss: 0.7781... Generator Loss: 1.4349 Epoch 2/2... Discriminator Loss: 0.7941... Generator Loss: 1.0401 Epoch 2/2... Discriminator Loss: 0.7638... Generator Loss: 1.4617 Epoch 2/2... Discriminator Loss: 0.7043... Generator Loss: 1.1866
Epoch 2/2... Discriminator Loss: 0.6708... Generator Loss: 1.5380 Epoch 2/2... Discriminator Loss: 0.6510... Generator Loss: 1.2659 Epoch 2/2... Discriminator Loss: 0.7239... Generator Loss: 1.7357 Epoch 2/2... Discriminator Loss: 1.0587... Generator Loss: 0.6397 Epoch 2/2... Discriminator Loss: 1.7808... Generator Loss: 3.4818
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-60-a84168d0bef0> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches, ---> 15 mnist_dataset.shape, mnist_dataset.image_mode) <ipython-input-59-a509b0006b67> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 55 56 ---> 57 return losses, samples NameError: name 'samples' is not defined
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 15.4814... Generator Loss: 0.0005
Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 4.2445 Epoch 1/1... Discriminator Loss: 1.7310... Generator Loss: 2.4108 Epoch 1/1... Discriminator Loss: 0.8897... Generator Loss: 2.7849 Epoch 1/1... Discriminator Loss: 0.5604... Generator Loss: 14.8210 Epoch 1/1... Discriminator Loss: 6.2275... Generator Loss: 0.1163 Epoch 1/1... Discriminator Loss: 3.0866... Generator Loss: 23.6666 Epoch 1/1... Discriminator Loss: 0.2896... Generator Loss: 12.2903 Epoch 1/1... Discriminator Loss: 3.9086... Generator Loss: 1.2970 Epoch 1/1... Discriminator Loss: 3.2235... Generator Loss: 0.9078 Epoch 1/1... Discriminator Loss: 0.3666... Generator Loss: 8.1495
Epoch 1/1... Discriminator Loss: 0.3435... Generator Loss: 5.8124 Epoch 1/1... Discriminator Loss: 4.8763... Generator Loss: 0.2026 Epoch 1/1... Discriminator Loss: 7.2064... Generator Loss: 11.8029 Epoch 1/1... Discriminator Loss: 1.9231... Generator Loss: 2.0278 Epoch 1/1... Discriminator Loss: 2.5075... Generator Loss: 0.1652 Epoch 1/1... Discriminator Loss: 1.1988... Generator Loss: 2.2337 Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.8345 Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 1.0910 Epoch 1/1... Discriminator Loss: 1.6924... Generator Loss: 0.6484 Epoch 1/1... Discriminator Loss: 1.5104... Generator Loss: 4.3433
Epoch 1/1... Discriminator Loss: 3.5615... Generator Loss: 0.0924 Epoch 1/1... Discriminator Loss: 3.0920... Generator Loss: 7.1493 Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 1.1972 Epoch 1/1... Discriminator Loss: 1.9040... Generator Loss: 0.3285 Epoch 1/1... Discriminator Loss: 1.3969... Generator Loss: 3.9094 Epoch 1/1... Discriminator Loss: 0.7535... Generator Loss: 1.2209 Epoch 1/1... Discriminator Loss: 1.3660... Generator Loss: 0.5486 Epoch 1/1... Discriminator Loss: 0.8750... Generator Loss: 2.6800 Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.7300 Epoch 1/1... Discriminator Loss: 0.7957... Generator Loss: 2.7253
Epoch 1/1... Discriminator Loss: 1.0331... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.0546... Generator Loss: 4.0208 Epoch 1/1... Discriminator Loss: 1.5447... Generator Loss: 0.5389 Epoch 1/1... Discriminator Loss: 0.9445... Generator Loss: 6.2032 Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.8598 Epoch 1/1... Discriminator Loss: 0.3154... Generator Loss: 4.9297 Epoch 1/1... Discriminator Loss: 0.2060... Generator Loss: 3.5531 Epoch 1/1... Discriminator Loss: 0.5691... Generator Loss: 1.3169 Epoch 1/1... Discriminator Loss: 0.2921... Generator Loss: 5.7580 Epoch 1/1... Discriminator Loss: 1.7129... Generator Loss: 0.3934
Epoch 1/1... Discriminator Loss: 7.2876... Generator Loss: 13.2007 Epoch 1/1... Discriminator Loss: 0.2341... Generator Loss: 3.0293 Epoch 1/1... Discriminator Loss: 1.0026... Generator Loss: 0.8249 Epoch 1/1... Discriminator Loss: 0.3610... Generator Loss: 1.9336 Epoch 1/1... Discriminator Loss: 0.2557... Generator Loss: 2.8648 Epoch 1/1... Discriminator Loss: 0.1768... Generator Loss: 2.8073 Epoch 1/1... Discriminator Loss: 0.1794... Generator Loss: 2.4720 Epoch 1/1... Discriminator Loss: 0.2153... Generator Loss: 2.2405 Epoch 1/1... Discriminator Loss: 0.1832... Generator Loss: 2.7765 Epoch 1/1... Discriminator Loss: 0.2370... Generator Loss: 2.2506
Epoch 1/1... Discriminator Loss: 0.2398... Generator Loss: 2.1944 Epoch 1/1... Discriminator Loss: 0.2413... Generator Loss: 2.5624 Epoch 1/1... Discriminator Loss: 0.4089... Generator Loss: 1.7415 Epoch 1/1... Discriminator Loss: 0.1763... Generator Loss: 4.4690 Epoch 1/1... Discriminator Loss: 0.0559... Generator Loss: 3.8846 Epoch 1/1... Discriminator Loss: 0.0927... Generator Loss: 2.7834 Epoch 1/1... Discriminator Loss: 0.2207... Generator Loss: 1.9226 Epoch 1/1... Discriminator Loss: 0.1316... Generator Loss: 2.4468 Epoch 1/1... Discriminator Loss: 0.1001... Generator Loss: 2.8413 Epoch 1/1... Discriminator Loss: 0.1269... Generator Loss: 2.5659
Epoch 1/1... Discriminator Loss: 0.1091... Generator Loss: 2.7435 Epoch 1/1... Discriminator Loss: 0.1397... Generator Loss: 2.4280 Epoch 1/1... Discriminator Loss: 0.1430... Generator Loss: 2.5285 Epoch 1/1... Discriminator Loss: 0.1621... Generator Loss: 2.4849 Epoch 1/1... Discriminator Loss: 0.1806... Generator Loss: 2.2746 Epoch 1/1... Discriminator Loss: 0.1731... Generator Loss: 2.4344 Epoch 1/1... Discriminator Loss: 0.1639... Generator Loss: 2.2467 Epoch 1/1... Discriminator Loss: 0.1872... Generator Loss: 2.4418 Epoch 1/1... Discriminator Loss: 0.5659... Generator Loss: 0.9909 Epoch 1/1... Discriminator Loss: 6.0628... Generator Loss: 7.6878
Epoch 1/1... Discriminator Loss: 6.2614... Generator Loss: 0.0042 Epoch 1/1... Discriminator Loss: 2.2868... Generator Loss: 4.5013 Epoch 1/1... Discriminator Loss: 1.7568... Generator Loss: 2.7455 Epoch 1/1... Discriminator Loss: 1.8423... Generator Loss: 0.7794 Epoch 1/1... Discriminator Loss: 1.7416... Generator Loss: 0.5075 Epoch 1/1... Discriminator Loss: 1.3864... Generator Loss: 2.1878 Epoch 1/1... Discriminator Loss: 1.0450... Generator Loss: 1.3008 Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 1.0902 Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 0.9996 Epoch 1/1... Discriminator Loss: 1.1418... Generator Loss: 0.9400
Epoch 1/1... Discriminator Loss: 1.0968... Generator Loss: 1.1294 Epoch 1/1... Discriminator Loss: 1.2178... Generator Loss: 0.9759 Epoch 1/1... Discriminator Loss: 1.6132... Generator Loss: 2.2988 Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 0.8255 Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 1.4857 Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 1.2035 Epoch 1/1... Discriminator Loss: 0.7601... Generator Loss: 1.3171 Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 0.9501 Epoch 1/1... Discriminator Loss: 1.1936... Generator Loss: 1.6412 Epoch 1/1... Discriminator Loss: 1.4540... Generator Loss: 0.8693
Epoch 1/1... Discriminator Loss: 0.8137... Generator Loss: 1.9180 Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 0.8439 Epoch 1/1... Discriminator Loss: 0.7471... Generator Loss: 1.7575 Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 1.0511 Epoch 1/1... Discriminator Loss: 0.9194... Generator Loss: 1.8679 Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.8154 Epoch 1/1... Discriminator Loss: 1.5116... Generator Loss: 2.3641 Epoch 1/1... Discriminator Loss: 0.8754... Generator Loss: 0.7608 Epoch 1/1... Discriminator Loss: 0.7971... Generator Loss: 1.1936 Epoch 1/1... Discriminator Loss: 0.7076... Generator Loss: 1.7811
Epoch 1/1... Discriminator Loss: 0.7761... Generator Loss: 1.0296 Epoch 1/1... Discriminator Loss: 0.8128... Generator Loss: 2.1288 Epoch 1/1... Discriminator Loss: 1.0202... Generator Loss: 0.6343 Epoch 1/1... Discriminator Loss: 1.2638... Generator Loss: 3.2004 Epoch 1/1... Discriminator Loss: 1.4345... Generator Loss: 0.5199 Epoch 1/1... Discriminator Loss: 0.6670... Generator Loss: 2.0727 Epoch 1/1... Discriminator Loss: 0.5211... Generator Loss: 1.5714 Epoch 1/1... Discriminator Loss: 0.6240... Generator Loss: 1.0404 Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 1.8332 Epoch 1/1... Discriminator Loss: 1.3191... Generator Loss: 0.6928
Epoch 1/1... Discriminator Loss: 2.4304... Generator Loss: 3.8947 Epoch 1/1... Discriminator Loss: 2.7588... Generator Loss: 0.1026 Epoch 1/1... Discriminator Loss: 0.4967... Generator Loss: 1.7726 Epoch 1/1... Discriminator Loss: 0.8220... Generator Loss: 2.1535 Epoch 1/1... Discriminator Loss: 0.6359... Generator Loss: 1.1738 Epoch 1/1... Discriminator Loss: 0.6860... Generator Loss: 1.2197 Epoch 1/1... Discriminator Loss: 0.6207... Generator Loss: 1.4760 Epoch 1/1... Discriminator Loss: 0.6366... Generator Loss: 1.3006 Epoch 1/1... Discriminator Loss: 0.4608... Generator Loss: 2.2180 Epoch 1/1... Discriminator Loss: 0.4118... Generator Loss: 1.4934
Epoch 1/1... Discriminator Loss: 0.4058... Generator Loss: 1.5531 Epoch 1/1... Discriminator Loss: 0.5397... Generator Loss: 1.4110 Epoch 1/1... Discriminator Loss: 0.7857... Generator Loss: 1.2794 Epoch 1/1... Discriminator Loss: 1.0689... Generator Loss: 1.0362 Epoch 1/1... Discriminator Loss: 3.3858... Generator Loss: 5.3974 Epoch 1/1... Discriminator Loss: 2.6928... Generator Loss: 0.1142 Epoch 1/1... Discriminator Loss: 1.4824... Generator Loss: 0.5309 Epoch 1/1... Discriminator Loss: 1.5817... Generator Loss: 1.7158 Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 0.9549 Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.8154
Epoch 1/1... Discriminator Loss: 0.8092... Generator Loss: 1.6975 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 0.8537 Epoch 1/1... Discriminator Loss: 1.3121... Generator Loss: 1.6008 Epoch 1/1... Discriminator Loss: 1.5112... Generator Loss: 0.5152 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 2.2807 Epoch 1/1... Discriminator Loss: 1.0701... Generator Loss: 0.7489 Epoch 1/1... Discriminator Loss: 0.9732... Generator Loss: 2.5256 Epoch 1/1... Discriminator Loss: 1.4459... Generator Loss: 0.5332 Epoch 1/1... Discriminator Loss: 1.2149... Generator Loss: 2.3772 Epoch 1/1... Discriminator Loss: 1.6783... Generator Loss: 0.3573
Epoch 1/1... Discriminator Loss: 2.0824... Generator Loss: 3.4709 Epoch 1/1... Discriminator Loss: 0.9951... Generator Loss: 0.7115 Epoch 1/1... Discriminator Loss: 0.7293... Generator Loss: 1.1029 Epoch 1/1... Discriminator Loss: 0.8882... Generator Loss: 1.9372 Epoch 1/1... Discriminator Loss: 1.0129... Generator Loss: 0.6840 Epoch 1/1... Discriminator Loss: 1.0870... Generator Loss: 2.4344 Epoch 1/1... Discriminator Loss: 1.9181... Generator Loss: 0.2709 Epoch 1/1... Discriminator Loss: 0.9503... Generator Loss: 2.0739 Epoch 1/1... Discriminator Loss: 0.5386... Generator Loss: 1.5687 Epoch 1/1... Discriminator Loss: 0.7578... Generator Loss: 1.2064
Epoch 1/1... Discriminator Loss: 0.7946... Generator Loss: 1.4714 Epoch 1/1... Discriminator Loss: 0.6933... Generator Loss: 1.3610 Epoch 1/1... Discriminator Loss: 0.6666... Generator Loss: 1.1523 Epoch 1/1... Discriminator Loss: 0.3954... Generator Loss: 4.1281 Epoch 1/1... Discriminator Loss: 0.4595... Generator Loss: 1.5947 Epoch 1/1... Discriminator Loss: 0.1863... Generator Loss: 4.4009 Epoch 1/1... Discriminator Loss: 0.2889... Generator Loss: 2.4152 Epoch 1/1... Discriminator Loss: 0.2695... Generator Loss: 2.1161 Epoch 1/1... Discriminator Loss: 0.3150... Generator Loss: 2.7991 Epoch 1/1... Discriminator Loss: 1.9264... Generator Loss: 0.3363
Epoch 1/1... Discriminator Loss: 6.5372... Generator Loss: 6.4276 Epoch 1/1... Discriminator Loss: 1.4570... Generator Loss: 2.9365 Epoch 1/1... Discriminator Loss: 1.8887... Generator Loss: 0.2425 Epoch 1/1... Discriminator Loss: 0.9777... Generator Loss: 0.8061 Epoch 1/1... Discriminator Loss: 1.2880... Generator Loss: 1.4224 Epoch 1/1... Discriminator Loss: 1.5886... Generator Loss: 0.5344 Epoch 1/1... Discriminator Loss: 1.4888... Generator Loss: 0.8858 Epoch 1/1... Discriminator Loss: 1.1708... Generator Loss: 1.5579 Epoch 1/1... Discriminator Loss: 0.4795... Generator Loss: 1.5868 Epoch 1/1... Discriminator Loss: 0.9751... Generator Loss: 0.6436
Epoch 1/1... Discriminator Loss: 0.5003... Generator Loss: 2.1015 Epoch 1/1... Discriminator Loss: 0.4505... Generator Loss: 2.1062 Epoch 1/1... Discriminator Loss: 0.4206... Generator Loss: 1.5779 Epoch 1/1... Discriminator Loss: 0.6942... Generator Loss: 1.5298 Epoch 1/1... Discriminator Loss: 0.5449... Generator Loss: 3.0336 Epoch 1/1... Discriminator Loss: 0.4101... Generator Loss: 2.8807 Epoch 1/1... Discriminator Loss: 0.7131... Generator Loss: 1.1898 Epoch 1/1... Discriminator Loss: 0.5542... Generator Loss: 2.8334 Epoch 1/1... Discriminator Loss: 0.4678... Generator Loss: 1.4426 Epoch 1/1... Discriminator Loss: 0.6384... Generator Loss: 1.2717
Epoch 1/1... Discriminator Loss: 0.3444... Generator Loss: 3.9121 Epoch 1/1... Discriminator Loss: 0.2715... Generator Loss: 2.4725 Epoch 1/1... Discriminator Loss: 0.7591... Generator Loss: 1.0195 Epoch 1/1... Discriminator Loss: 5.5104... Generator Loss: 5.6843 Epoch 1/1... Discriminator Loss: 0.8949... Generator Loss: 2.1519 Epoch 1/1... Discriminator Loss: 2.9091... Generator Loss: 0.2746 Epoch 1/1... Discriminator Loss: 3.8416... Generator Loss: 3.5262 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.8776 Epoch 1/1... Discriminator Loss: 1.4066... Generator Loss: 0.4535 Epoch 1/1... Discriminator Loss: 0.9539... Generator Loss: 0.9307
Epoch 1/1... Discriminator Loss: 0.8596... Generator Loss: 1.1900 Epoch 1/1... Discriminator Loss: 1.3198... Generator Loss: 0.5509 Epoch 1/1... Discriminator Loss: 1.3104... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 1.1097... Generator Loss: 1.2879 Epoch 1/1... Discriminator Loss: 0.8684... Generator Loss: 1.0295 Epoch 1/1... Discriminator Loss: 0.8423... Generator Loss: 1.6016 Epoch 1/1... Discriminator Loss: 1.9857... Generator Loss: 0.2359 Epoch 1/1... Discriminator Loss: 1.6186... Generator Loss: 1.7912 Epoch 1/1... Discriminator Loss: 1.3588... Generator Loss: 0.4002 Epoch 1/1... Discriminator Loss: 0.7872... Generator Loss: 1.8047
Epoch 1/1... Discriminator Loss: 0.8157... Generator Loss: 1.7848 Epoch 1/1... Discriminator Loss: 1.1951... Generator Loss: 0.8950 Epoch 1/1... Discriminator Loss: 0.9045... Generator Loss: 1.7778 Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 0.6979 Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 1.3493 Epoch 1/1... Discriminator Loss: 1.2102... Generator Loss: 0.8051 Epoch 1/1... Discriminator Loss: 1.5808... Generator Loss: 0.6261 Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 1.2570 Epoch 1/1... Discriminator Loss: 1.1959... Generator Loss: 0.8915 Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 2.2733
Epoch 1/1... Discriminator Loss: 1.4458... Generator Loss: 0.4003 Epoch 1/1... Discriminator Loss: 4.1307... Generator Loss: 4.4040 Epoch 1/1... Discriminator Loss: 1.2294... Generator Loss: 1.1545 Epoch 1/1... Discriminator Loss: 1.6399... Generator Loss: 0.3232 Epoch 1/1... Discriminator Loss: 1.1404... Generator Loss: 1.0159 Epoch 1/1... Discriminator Loss: 1.2212... Generator Loss: 1.1077 Epoch 1/1... Discriminator Loss: 1.6797... Generator Loss: 0.6725 Epoch 1/1... Discriminator Loss: 1.4587... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 1.8187 Epoch 1/1... Discriminator Loss: 0.5801... Generator Loss: 1.4266
Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 1.7721 Epoch 1/1... Discriminator Loss: 0.6384... Generator Loss: 1.1284 Epoch 1/1... Discriminator Loss: 0.5623... Generator Loss: 1.3360 Epoch 1/1... Discriminator Loss: 0.6147... Generator Loss: 1.2581 Epoch 1/1... Discriminator Loss: 0.6453... Generator Loss: 1.5081 Epoch 1/1... Discriminator Loss: 0.7835... Generator Loss: 0.9431 Epoch 1/1... Discriminator Loss: 1.3854... Generator Loss: 1.1000 Epoch 1/1... Discriminator Loss: 0.8042... Generator Loss: 0.9521 Epoch 1/1... Discriminator Loss: 2.0259... Generator Loss: 4.1405 Epoch 1/1... Discriminator Loss: 2.3814... Generator Loss: 0.2297
Epoch 1/1... Discriminator Loss: 4.9407... Generator Loss: 4.8358 Epoch 1/1... Discriminator Loss: 2.0183... Generator Loss: 1.8187 Epoch 1/1... Discriminator Loss: 1.8461... Generator Loss: 0.2948 Epoch 1/1... Discriminator Loss: 1.4222... Generator Loss: 0.7862 Epoch 1/1... Discriminator Loss: 1.1791... Generator Loss: 1.5090 Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 1.2727 Epoch 1/1... Discriminator Loss: 1.2578... Generator Loss: 0.8207 Epoch 1/1... Discriminator Loss: 1.3789... Generator Loss: 0.7843 Epoch 1/1... Discriminator Loss: 1.2033... Generator Loss: 0.8214 Epoch 1/1... Discriminator Loss: 1.1086... Generator Loss: 1.1784
Epoch 1/1... Discriminator Loss: 1.0461... Generator Loss: 0.9354 Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.8197 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 1.1634 Epoch 1/1... Discriminator Loss: 1.0454... Generator Loss: 0.9490 Epoch 1/1... Discriminator Loss: 1.0036... Generator Loss: 0.9524 Epoch 1/1... Discriminator Loss: 1.0209... Generator Loss: 0.9155 Epoch 1/1... Discriminator Loss: 1.1161... Generator Loss: 1.0824 Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.7529 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.7927 Epoch 1/1... Discriminator Loss: 1.4063... Generator Loss: 0.7731
Epoch 1/1... Discriminator Loss: 1.7380... Generator Loss: 0.5198 Epoch 1/1... Discriminator Loss: 1.4634... Generator Loss: 1.0671 Epoch 1/1... Discriminator Loss: 1.5946... Generator Loss: 0.4593 Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 1.9374 Epoch 1/1... Discriminator Loss: 1.5087... Generator Loss: 0.3948 Epoch 1/1... Discriminator Loss: 1.0155... Generator Loss: 1.8397 Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.4428 Epoch 1/1... Discriminator Loss: 1.0269... Generator Loss: 1.0574 Epoch 1/1... Discriminator Loss: 1.1242... Generator Loss: 1.0268 Epoch 1/1... Discriminator Loss: 0.9912... Generator Loss: 0.8941
Epoch 1/1... Discriminator Loss: 0.8513... Generator Loss: 0.9900 Epoch 1/1... Discriminator Loss: 0.7657... Generator Loss: 1.5771 Epoch 1/1... Discriminator Loss: 1.8587... Generator Loss: 0.2674 Epoch 1/1... Discriminator Loss: 3.0515... Generator Loss: 3.7078 Epoch 1/1... Discriminator Loss: 1.6627... Generator Loss: 0.3007 Epoch 1/1... Discriminator Loss: 1.3104... Generator Loss: 2.0722 Epoch 1/1... Discriminator Loss: 1.1132... Generator Loss: 0.6538 Epoch 1/1... Discriminator Loss: 0.8706... Generator Loss: 1.3298 Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 0.8764 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.8572
Epoch 1/1... Discriminator Loss: 0.5946... Generator Loss: 2.2180 Epoch 1/1... Discriminator Loss: 1.6552... Generator Loss: 0.2797 Epoch 1/1... Discriminator Loss: 1.4860... Generator Loss: 3.7044 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.5090 Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 2.1505 Epoch 1/1... Discriminator Loss: 1.6298... Generator Loss: 0.3188 Epoch 1/1... Discriminator Loss: 2.0661... Generator Loss: 3.5392 Epoch 1/1... Discriminator Loss: 1.0627... Generator Loss: 0.7359 Epoch 1/1... Discriminator Loss: 1.1775... Generator Loss: 0.6334 Epoch 1/1... Discriminator Loss: 1.4779... Generator Loss: 1.7512
Epoch 1/1... Discriminator Loss: 2.3744... Generator Loss: 0.1430 Epoch 1/1... Discriminator Loss: 2.8837... Generator Loss: 3.4336 Epoch 1/1... Discriminator Loss: 1.2304... Generator Loss: 1.5975 Epoch 1/1... Discriminator Loss: 1.5273... Generator Loss: 0.3743 Epoch 1/1... Discriminator Loss: 1.1042... Generator Loss: 1.0787 Epoch 1/1... Discriminator Loss: 1.1285... Generator Loss: 1.2435 Epoch 1/1... Discriminator Loss: 1.5072... Generator Loss: 0.4141 Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.9157 Epoch 1/1... Discriminator Loss: 1.1127... Generator Loss: 0.9056 Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 1.3203
Epoch 1/1... Discriminator Loss: 1.4012... Generator Loss: 0.3940 Epoch 1/1... Discriminator Loss: 1.0329... Generator Loss: 1.1836 Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 1.5112 Epoch 1/1... Discriminator Loss: 0.7058... Generator Loss: 1.0681 Epoch 1/1... Discriminator Loss: 0.9756... Generator Loss: 0.7228 Epoch 1/1... Discriminator Loss: 0.9722... Generator Loss: 1.6931 Epoch 1/1... Discriminator Loss: 0.6330... Generator Loss: 1.3414 Epoch 1/1... Discriminator Loss: 0.5010... Generator Loss: 1.3841 Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.4007 Epoch 1/1... Discriminator Loss: 2.2494... Generator Loss: 3.0662
Epoch 1/1... Discriminator Loss: 1.3502... Generator Loss: 1.0038 Epoch 1/1... Discriminator Loss: 1.3564... Generator Loss: 0.5752 Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 1.0039 Epoch 1/1... Discriminator Loss: 1.1041... Generator Loss: 0.9849 Epoch 1/1... Discriminator Loss: 0.6366... Generator Loss: 1.6756 Epoch 1/1... Discriminator Loss: 0.9392... Generator Loss: 0.8278 Epoch 1/1... Discriminator Loss: 2.2603... Generator Loss: 2.2844 Epoch 1/1... Discriminator Loss: 3.2960... Generator Loss: 0.0562 Epoch 1/1... Discriminator Loss: 3.7656... Generator Loss: 3.3590 Epoch 1/1... Discriminator Loss: 2.3331... Generator Loss: 1.7769
Epoch 1/1... Discriminator Loss: 1.6437... Generator Loss: 0.4935 Epoch 1/1... Discriminator Loss: 1.6514... Generator Loss: 0.4404 Epoch 1/1... Discriminator Loss: 1.5425... Generator Loss: 0.6347 Epoch 1/1... Discriminator Loss: 1.5265... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 1.5571... Generator Loss: 0.7520 Epoch 1/1... Discriminator Loss: 1.5555... Generator Loss: 0.5850 Epoch 1/1... Discriminator Loss: 1.5964... Generator Loss: 0.4685 Epoch 1/1... Discriminator Loss: 1.5119... Generator Loss: 0.6385 Epoch 1/1... Discriminator Loss: 1.4141... Generator Loss: 0.8569 Epoch 1/1... Discriminator Loss: 1.3138... Generator Loss: 0.7807
Epoch 1/1... Discriminator Loss: 1.2940... Generator Loss: 0.7367 Epoch 1/1... Discriminator Loss: 1.4557... Generator Loss: 0.7326 Epoch 1/1... Discriminator Loss: 1.4013... Generator Loss: 0.7166 Epoch 1/1... Discriminator Loss: 1.4540... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 1.5830... Generator Loss: 0.6856 Epoch 1/1... Discriminator Loss: 1.6009... Generator Loss: 0.6993 Epoch 1/1... Discriminator Loss: 1.4873... Generator Loss: 0.8816 Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 0.8970 Epoch 1/1... Discriminator Loss: 1.3242... Generator Loss: 0.7271 Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 1.1358
Epoch 1/1... Discriminator Loss: 1.2852... Generator Loss: 0.6890 Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.7620 Epoch 1/1... Discriminator Loss: 1.3608... Generator Loss: 0.8012 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 0.8066 Epoch 1/1... Discriminator Loss: 1.2970... Generator Loss: 0.7582 Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 0.7613 Epoch 1/1... Discriminator Loss: 1.3586... Generator Loss: 0.7947 Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 0.8816 Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.6969 Epoch 1/1... Discriminator Loss: 1.2843... Generator Loss: 0.8041
Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.7562 Epoch 1/1... Discriminator Loss: 1.3113... Generator Loss: 0.7767 Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 0.8350 Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 0.7780 Epoch 1/1... Discriminator Loss: 1.1930... Generator Loss: 0.7757 Epoch 1/1... Discriminator Loss: 1.1971... Generator Loss: 0.6496 Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 1.0418 Epoch 1/1... Discriminator Loss: 1.3199... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.2206... Generator Loss: 0.9455 Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.7087
Epoch 1/1... Discriminator Loss: 1.2516... Generator Loss: 0.9228 Epoch 1/1... Discriminator Loss: 1.2912... Generator Loss: 0.6210 Epoch 1/1... Discriminator Loss: 1.4133... Generator Loss: 1.1063 Epoch 1/1... Discriminator Loss: 1.4873... Generator Loss: 0.5522 Epoch 1/1... Discriminator Loss: 1.3962... Generator Loss: 0.9359 Epoch 1/1... Discriminator Loss: 1.3609... Generator Loss: 0.8647 Epoch 1/1... Discriminator Loss: 1.4360... Generator Loss: 0.6248 Epoch 1/1... Discriminator Loss: 1.2545... Generator Loss: 0.8657 Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.7282 Epoch 1/1... Discriminator Loss: 1.3020... Generator Loss: 0.8867
Epoch 1/1... Discriminator Loss: 1.4081... Generator Loss: 0.5937 Epoch 1/1... Discriminator Loss: 1.4634... Generator Loss: 0.9604 Epoch 1/1... Discriminator Loss: 1.5604... Generator Loss: 0.4878 Epoch 1/1... Discriminator Loss: 1.5541... Generator Loss: 1.1500 Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.7015 Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 0.8490 Epoch 1/1... Discriminator Loss: 1.1430... Generator Loss: 0.7953 Epoch 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.9031 Epoch 1/1... Discriminator Loss: 1.3094... Generator Loss: 0.7643 Epoch 1/1... Discriminator Loss: 1.4193... Generator Loss: 0.5398
Epoch 1/1... Discriminator Loss: 1.4881... Generator Loss: 1.1165 Epoch 1/1... Discriminator Loss: 1.6565... Generator Loss: 0.4700 Epoch 1/1... Discriminator Loss: 1.3948... Generator Loss: 1.0047 Epoch 1/1... Discriminator Loss: 1.2938... Generator Loss: 0.8099 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.8269 Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 0.9423 Epoch 1/1... Discriminator Loss: 1.1639... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 1.0791... Generator Loss: 0.9045 Epoch 1/1... Discriminator Loss: 1.1364... Generator Loss: 0.8075 Epoch 1/1... Discriminator Loss: 1.1151... Generator Loss: 0.8361
Epoch 1/1... Discriminator Loss: 1.3036... Generator Loss: 0.7674 Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.6070 Epoch 1/1... Discriminator Loss: 1.3602... Generator Loss: 1.3150 Epoch 1/1... Discriminator Loss: 1.6919... Generator Loss: 0.3456 Epoch 1/1... Discriminator Loss: 1.3971... Generator Loss: 0.9350 Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.7463 Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 0.6465 Epoch 1/1... Discriminator Loss: 1.2151... Generator Loss: 1.0885 Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.6144 Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.9062
Epoch 1/1... Discriminator Loss: 1.4202... Generator Loss: 0.6717 Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 0.7694 Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 0.5569 Epoch 1/1... Discriminator Loss: 1.3952... Generator Loss: 1.0732 Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.6291 Epoch 1/1... Discriminator Loss: 1.3266... Generator Loss: 0.7043 Epoch 1/1... Discriminator Loss: 1.4368... Generator Loss: 0.6895 Epoch 1/1... Discriminator Loss: 1.4241... Generator Loss: 0.8368 Epoch 1/1... Discriminator Loss: 1.4069... Generator Loss: 0.6677 Epoch 1/1... Discriminator Loss: 1.3797... Generator Loss: 0.8086
Epoch 1/1... Discriminator Loss: 1.3615... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 1.2528... Generator Loss: 0.8611 Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.7704 Epoch 1/1... Discriminator Loss: 1.2995... Generator Loss: 0.6775 Epoch 1/1... Discriminator Loss: 1.3358... Generator Loss: 0.9186 Epoch 1/1... Discriminator Loss: 1.4141... Generator Loss: 0.5876 Epoch 1/1... Discriminator Loss: 1.3517... Generator Loss: 0.9591 Epoch 1/1... Discriminator Loss: 1.3923... Generator Loss: 0.5392 Epoch 1/1... Discriminator Loss: 1.3371... Generator Loss: 1.0581 Epoch 1/1... Discriminator Loss: 1.3376... Generator Loss: 0.6091
Epoch 1/1... Discriminator Loss: 1.2534... Generator Loss: 0.7015 Epoch 1/1... Discriminator Loss: 1.2444... Generator Loss: 1.0428 Epoch 1/1... Discriminator Loss: 1.2345... Generator Loss: 0.6847 Epoch 1/1... Discriminator Loss: 1.1479... Generator Loss: 0.9115 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.8390 Epoch 1/1... Discriminator Loss: 1.4172... Generator Loss: 0.5936 Epoch 1/1... Discriminator Loss: 1.3954... Generator Loss: 0.7732 Epoch 1/1... Discriminator Loss: 1.3475... Generator Loss: 0.7006 Epoch 1/1... Discriminator Loss: 1.3316... Generator Loss: 0.8237 Epoch 1/1... Discriminator Loss: 1.3014... Generator Loss: 0.7229
Epoch 1/1... Discriminator Loss: 1.3049... Generator Loss: 0.8346 Epoch 1/1... Discriminator Loss: 1.3479... Generator Loss: 0.5841 Epoch 1/1... Discriminator Loss: 1.5372... Generator Loss: 1.1438 Epoch 1/1... Discriminator Loss: 1.6272... Generator Loss: 0.3675 Epoch 1/1... Discriminator Loss: 1.4996... Generator Loss: 1.1202 Epoch 1/1... Discriminator Loss: 1.4753... Generator Loss: 0.5423 Epoch 1/1... Discriminator Loss: 1.3458... Generator Loss: 0.9142 Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.6978 Epoch 1/1... Discriminator Loss: 1.3466... Generator Loss: 0.7903 Epoch 1/1... Discriminator Loss: 1.2427... Generator Loss: 0.7761
Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.7460 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 1.0360 Epoch 1/1... Discriminator Loss: 1.2808... Generator Loss: 0.5148 Epoch 1/1... Discriminator Loss: 1.2709... Generator Loss: 1.2947 Epoch 1/1... Discriminator Loss: 1.2137... Generator Loss: 0.5887 Epoch 1/1... Discriminator Loss: 1.2456... Generator Loss: 0.7769 Epoch 1/1... Discriminator Loss: 1.2884... Generator Loss: 0.8457 Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 0.6056 Epoch 1/1... Discriminator Loss: 1.5595... Generator Loss: 1.1752
Epoch 1/1... Discriminator Loss: 1.7434... Generator Loss: 0.3007 Epoch 1/1... Discriminator Loss: 1.3148... Generator Loss: 0.9367 Epoch 1/1... Discriminator Loss: 1.2489... Generator Loss: 0.9794 Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.5692 Epoch 1/1... Discriminator Loss: 1.3093... Generator Loss: 0.9816 Epoch 1/1... Discriminator Loss: 1.1879... Generator Loss: 0.8826 Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 0.5489 Epoch 1/1... Discriminator Loss: 1.2876... Generator Loss: 1.3308 Epoch 1/1... Discriminator Loss: 1.4568... Generator Loss: 0.3957 Epoch 1/1... Discriminator Loss: 1.1755... Generator Loss: 1.0732
Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.8136 Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 0.5268 Epoch 1/1... Discriminator Loss: 1.4997... Generator Loss: 0.9675 Epoch 1/1... Discriminator Loss: 1.7298... Generator Loss: 0.3013 Epoch 1/1... Discriminator Loss: 1.7676... Generator Loss: 1.5440 Epoch 1/1... Discriminator Loss: 1.3377... Generator Loss: 0.5214 Epoch 1/1... Discriminator Loss: 1.3111... Generator Loss: 0.8073 Epoch 1/1... Discriminator Loss: 1.2468... Generator Loss: 0.9952 Epoch 1/1... Discriminator Loss: 1.4037... Generator Loss: 0.6293 Epoch 1/1... Discriminator Loss: 1.3468... Generator Loss: 1.0918
Epoch 1/1... Discriminator Loss: 1.3000... Generator Loss: 0.6203 Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 1.0578 Epoch 1/1... Discriminator Loss: 1.1462... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 1.2883... Generator Loss: 0.8649 Epoch 1/1... Discriminator Loss: 1.3891... Generator Loss: 0.5680 Epoch 1/1... Discriminator Loss: 0.9148... Generator Loss: 1.7792 Epoch 1/1... Discriminator Loss: 2.2389... Generator Loss: 0.1726 Epoch 1/1... Discriminator Loss: 1.6243... Generator Loss: 1.5000 Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 0.7490 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.5314
Epoch 1/1... Discriminator Loss: 1.2984... Generator Loss: 1.1704 Epoch 1/1... Discriminator Loss: 1.5428... Generator Loss: 0.4159 Epoch 1/1... Discriminator Loss: 1.3941... Generator Loss: 1.3858 Epoch 1/1... Discriminator Loss: 1.0175... Generator Loss: 0.8154 Epoch 1/1... Discriminator Loss: 1.1120... Generator Loss: 0.7904 Epoch 1/1... Discriminator Loss: 0.8683... Generator Loss: 1.4302 Epoch 1/1... Discriminator Loss: 0.6432... Generator Loss: 0.9656 Epoch 1/1... Discriminator Loss: 0.8191... Generator Loss: 1.2586 Epoch 1/1... Discriminator Loss: 0.8314... Generator Loss: 2.6680 Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 0.6291
Epoch 1/1... Discriminator Loss: 1.6368... Generator Loss: 1.1672 Epoch 1/1... Discriminator Loss: 1.9115... Generator Loss: 0.2316 Epoch 1/1... Discriminator Loss: 1.2840... Generator Loss: 1.3318 Epoch 1/1... Discriminator Loss: 0.9875... Generator Loss: 0.7045 Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 1.6517 Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.4726 Epoch 1/1... Discriminator Loss: 4.1174... Generator Loss: 4.1935 Epoch 1/1... Discriminator Loss: 1.4616... Generator Loss: 0.6174 Epoch 1/1... Discriminator Loss: 1.5812... Generator Loss: 0.4525 Epoch 1/1... Discriminator Loss: 1.3820... Generator Loss: 1.2022
Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.5449 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.7582 Epoch 1/1... Discriminator Loss: 1.4097... Generator Loss: 0.9692 Epoch 1/1... Discriminator Loss: 1.1673... Generator Loss: 0.6351 Epoch 1/1... Discriminator Loss: 0.6705... Generator Loss: 2.9589 Epoch 1/1... Discriminator Loss: 0.3735... Generator Loss: 1.6198 Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 1.0470 Epoch 1/1... Discriminator Loss: 0.3728... Generator Loss: 1.4928 Epoch 1/1... Discriminator Loss: 0.2873... Generator Loss: 1.8224 Epoch 1/1... Discriminator Loss: 0.3548... Generator Loss: 1.7001
Epoch 1/1... Discriminator Loss: 0.4748... Generator Loss: 1.2563 Epoch 1/1... Discriminator Loss: 1.0701... Generator Loss: 2.2948 Epoch 1/1... Discriminator Loss: 3.1448... Generator Loss: 0.0717 Epoch 1/1... Discriminator Loss: 5.7273... Generator Loss: 4.7195 Epoch 1/1... Discriminator Loss: 2.9960... Generator Loss: 2.1265 Epoch 1/1... Discriminator Loss: 2.1055... Generator Loss: 0.2933 Epoch 1/1... Discriminator Loss: 2.0561... Generator Loss: 0.2788 Epoch 1/1... Discriminator Loss: 1.6697... Generator Loss: 0.9027 Epoch 1/1... Discriminator Loss: 1.4603... Generator Loss: 1.1470 Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.8537
Epoch 1/1... Discriminator Loss: 1.2331... Generator Loss: 0.6727 Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 0.9536 Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 0.7547 Epoch 1/1... Discriminator Loss: 1.4167... Generator Loss: 0.6650 Epoch 1/1... Discriminator Loss: 1.5223... Generator Loss: 0.7189 Epoch 1/1... Discriminator Loss: 1.4082... Generator Loss: 0.6714 Epoch 1/1... Discriminator Loss: 1.3740... Generator Loss: 0.6649 Epoch 1/1... Discriminator Loss: 1.3886... Generator Loss: 0.6696 Epoch 1/1... Discriminator Loss: 1.2414... Generator Loss: 0.7492 Epoch 1/1... Discriminator Loss: 1.3013... Generator Loss: 0.7678
Epoch 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.8374 Epoch 1/1... Discriminator Loss: 1.2291... Generator Loss: 0.7702 Epoch 1/1... Discriminator Loss: 1.1955... Generator Loss: 0.9028 Epoch 1/1... Discriminator Loss: 1.2145... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.1927... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 1.2656... Generator Loss: 0.9034 Epoch 1/1... Discriminator Loss: 1.2599... Generator Loss: 0.7313 Epoch 1/1... Discriminator Loss: 1.2565... Generator Loss: 0.8065 Epoch 1/1... Discriminator Loss: 1.3370... Generator Loss: 0.9450 Epoch 1/1... Discriminator Loss: 1.3867... Generator Loss: 0.5607
Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.9347 Epoch 1/1... Discriminator Loss: 1.3617... Generator Loss: 0.8058 Epoch 1/1... Discriminator Loss: 1.4049... Generator Loss: 0.9451 Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 0.6699 Epoch 1/1... Discriminator Loss: 1.3154... Generator Loss: 0.8785 Epoch 1/1... Discriminator Loss: 1.2851... Generator Loss: 0.7664 Epoch 1/1... Discriminator Loss: 1.3294... Generator Loss: 0.7912 Epoch 1/1... Discriminator Loss: 1.2368... Generator Loss: 0.8815 Epoch 1/1... Discriminator Loss: 1.2226... Generator Loss: 0.8529 Epoch 1/1... Discriminator Loss: 1.2517... Generator Loss: 0.7152
Epoch 1/1... Discriminator Loss: 1.3900... Generator Loss: 0.8486 Epoch 1/1... Discriminator Loss: 1.4575... Generator Loss: 0.6227 Epoch 1/1... Discriminator Loss: 1.3631... Generator Loss: 0.7458 Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 0.8966 Epoch 1/1... Discriminator Loss: 1.3033... Generator Loss: 0.6037 Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.9715 Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.5897 Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 1.0953 Epoch 1/1... Discriminator Loss: 1.5561... Generator Loss: 0.4222 Epoch 1/1... Discriminator Loss: 1.5764... Generator Loss: 1.3010
Epoch 1/1... Discriminator Loss: 1.3475... Generator Loss: 0.5481 Epoch 1/1... Discriminator Loss: 1.4233... Generator Loss: 0.7601 Epoch 1/1... Discriminator Loss: 1.4161... Generator Loss: 0.7055 Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 0.6227 Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.8520 Epoch 1/1... Discriminator Loss: 1.2582... Generator Loss: 0.7252 Epoch 1/1... Discriminator Loss: 1.2545... Generator Loss: 0.7947 Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.7465 Epoch 1/1... Discriminator Loss: 1.3003... Generator Loss: 0.8054 Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.7879
Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 0.7733 Epoch 1/1... Discriminator Loss: 1.4379... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 1.4101... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.4138... Generator Loss: 0.7663 Epoch 1/1... Discriminator Loss: 1.3087... Generator Loss: 0.7391 Epoch 1/1... Discriminator Loss: 1.3042... Generator Loss: 0.8864 Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.6252 Epoch 1/1... Discriminator Loss: 1.3695... Generator Loss: 0.8735 Epoch 1/1... Discriminator Loss: 1.5097... Generator Loss: 0.5816 Epoch 1/1... Discriminator Loss: 1.5409... Generator Loss: 0.8239
Epoch 1/1... Discriminator Loss: 1.5090... Generator Loss: 0.6590 Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 0.6945 Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.7912 Epoch 1/1... Discriminator Loss: 1.2732... Generator Loss: 0.7733 Epoch 1/1... Discriminator Loss: 1.2964... Generator Loss: 0.8235 Epoch 1/1... Discriminator Loss: 1.2725... Generator Loss: 0.8209 Epoch 1/1... Discriminator Loss: 1.2608... Generator Loss: 0.6357 Epoch 1/1... Discriminator Loss: 1.3585... Generator Loss: 1.1629 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.6200 Epoch 1/1... Discriminator Loss: 1.2540... Generator Loss: 0.8332
Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.7811 Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.6712 Epoch 1/1... Discriminator Loss: 1.3338... Generator Loss: 0.7827 Epoch 1/1... Discriminator Loss: 1.3839... Generator Loss: 0.7317 Epoch 1/1... Discriminator Loss: 1.4130... Generator Loss: 0.6530 Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.7180 Epoch 1/1... Discriminator Loss: 1.2713... Generator Loss: 0.6827 Epoch 1/1... Discriminator Loss: 1.2421... Generator Loss: 0.7874 Epoch 1/1... Discriminator Loss: 1.2791... Generator Loss: 0.8999
Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.5763 Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.7326 Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 0.8087 Epoch 1/1... Discriminator Loss: 1.4961... Generator Loss: 0.6548 Epoch 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.8028 Epoch 1/1... Discriminator Loss: 1.4039... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.4088... Generator Loss: 0.9204 Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 0.4868 Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 1.1088 Epoch 1/1... Discriminator Loss: 1.3828... Generator Loss: 0.5769
Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.8327 Epoch 1/1... Discriminator Loss: 1.3312... Generator Loss: 0.9120 Epoch 1/1... Discriminator Loss: 1.2920... Generator Loss: 0.6207 Epoch 1/1... Discriminator Loss: 1.3617... Generator Loss: 1.1583 Epoch 1/1... Discriminator Loss: 1.4790... Generator Loss: 0.5087 Epoch 1/1... Discriminator Loss: 1.4118... Generator Loss: 1.1651 Epoch 1/1... Discriminator Loss: 1.3063... Generator Loss: 0.6149 Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 0.9131 Epoch 1/1... Discriminator Loss: 1.3512... Generator Loss: 0.6038 Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 0.8659
Epoch 1/1... Discriminator Loss: 1.4544... Generator Loss: 0.5533 Epoch 1/1... Discriminator Loss: 1.4101... Generator Loss: 0.8334 Epoch 1/1... Discriminator Loss: 1.4222... Generator Loss: 0.6468 Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 1.0040 Epoch 1/1... Discriminator Loss: 1.5187... Generator Loss: 0.4398 Epoch 1/1... Discriminator Loss: 1.5945... Generator Loss: 1.7019 Epoch 1/1... Discriminator Loss: 1.5299... Generator Loss: 0.4281 Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 0.8355 Epoch 1/1... Discriminator Loss: 1.3042... Generator Loss: 0.8995 Epoch 1/1... Discriminator Loss: 1.1918... Generator Loss: 0.6472
Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.8834 Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 0.8172 Epoch 1/1... Discriminator Loss: 1.1387... Generator Loss: 0.7441 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.8993 Epoch 1/1... Discriminator Loss: 1.2150... Generator Loss: 0.5995 Epoch 1/1... Discriminator Loss: 1.3625... Generator Loss: 1.0311 Epoch 1/1... Discriminator Loss: 1.4530... Generator Loss: 0.3925 Epoch 1/1... Discriminator Loss: 1.6623... Generator Loss: 2.3673 Epoch 1/1... Discriminator Loss: 1.6280... Generator Loss: 0.2835 Epoch 1/1... Discriminator Loss: 1.0919... Generator Loss: 1.9356
Epoch 1/1... Discriminator Loss: 1.3318... Generator Loss: 0.4462 Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 1.6976 Epoch 1/1... Discriminator Loss: 1.4101... Generator Loss: 0.4101 Epoch 1/1... Discriminator Loss: 1.4419... Generator Loss: 1.9043 Epoch 1/1... Discriminator Loss: 1.4834... Generator Loss: 0.3403 Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.7004 Epoch 1/1... Discriminator Loss: 1.2251... Generator Loss: 0.4743 Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 1.8848 Epoch 1/1... Discriminator Loss: 2.6146... Generator Loss: 0.1030 Epoch 1/1... Discriminator Loss: 3.3833... Generator Loss: 3.5676
Epoch 1/1... Discriminator Loss: 1.8201... Generator Loss: 1.6015 Epoch 1/1... Discriminator Loss: 1.6561... Generator Loss: 0.3632 Epoch 1/1... Discriminator Loss: 1.5687... Generator Loss: 0.4198 Epoch 1/1... Discriminator Loss: 1.2160... Generator Loss: 0.8649 Epoch 1/1... Discriminator Loss: 1.3649... Generator Loss: 1.0559 Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 0.7776 Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.7175 Epoch 1/1... Discriminator Loss: 1.2578... Generator Loss: 0.7196 Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 0.7837 Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.8453
Epoch 1/1... Discriminator Loss: 1.2886... Generator Loss: 0.7593 Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.7319 Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.8060 Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.6850 Epoch 1/1... Discriminator Loss: 1.4821... Generator Loss: 0.6630 Epoch 1/1... Discriminator Loss: 1.3668... Generator Loss: 0.8024 Epoch 1/1... Discriminator Loss: 1.4724... Generator Loss: 0.7091 Epoch 1/1... Discriminator Loss: 1.3670... Generator Loss: 0.8878 Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.7455 Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 0.7242
Epoch 1/1... Discriminator Loss: 1.4123... Generator Loss: 0.7084 Epoch 1/1... Discriminator Loss: 1.4968... Generator Loss: 0.8162 Epoch 1/1... Discriminator Loss: 1.5153... Generator Loss: 0.6376 Epoch 1/1... Discriminator Loss: 1.5376... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 0.8241 Epoch 1/1... Discriminator Loss: 1.4514... Generator Loss: 0.7642 Epoch 1/1... Discriminator Loss: 1.4329... Generator Loss: 0.6705 Epoch 1/1... Discriminator Loss: 1.3217... Generator Loss: 0.7075 Epoch 1/1... Discriminator Loss: 1.2879... Generator Loss: 0.8162 Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 0.7812
Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.8388 Epoch 1/1... Discriminator Loss: 1.2302... Generator Loss: 0.8084 Epoch 1/1... Discriminator Loss: 1.2317... Generator Loss: 0.7845 Epoch 1/1... Discriminator Loss: 1.2226... Generator Loss: 0.7795 Epoch 1/1... Discriminator Loss: 1.2579... Generator Loss: 0.8008 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.7358 Epoch 1/1... Discriminator Loss: 1.2182... Generator Loss: 0.7927 Epoch 1/1... Discriminator Loss: 1.3063... Generator Loss: 0.7378 Epoch 1/1... Discriminator Loss: 1.3737... Generator Loss: 0.7210 Epoch 1/1... Discriminator Loss: 1.2757... Generator Loss: 1.1501
Epoch 1/1... Discriminator Loss: 1.4610... Generator Loss: 0.4382 Epoch 1/1... Discriminator Loss: 1.2806... Generator Loss: 0.9419 Epoch 1/1... Discriminator Loss: 1.0820... Generator Loss: 1.2083 Epoch 1/1... Discriminator Loss: 1.5595... Generator Loss: 0.3664 Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 1.2296 Epoch 1/1... Discriminator Loss: 1.1393... Generator Loss: 0.7280 Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.6884 Epoch 1/1... Discriminator Loss: 1.1386... Generator Loss: 0.9647 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 0.6981 Epoch 1/1... Discriminator Loss: 1.1826... Generator Loss: 0.9264
Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.8064 Epoch 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.7804 Epoch 1/1... Discriminator Loss: 1.3088... Generator Loss: 0.4873 Epoch 1/1... Discriminator Loss: 1.7010... Generator Loss: 1.7796 Epoch 1/1... Discriminator Loss: 1.7484... Generator Loss: 0.2483 Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 1.5432 Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.7134 Epoch 1/1... Discriminator Loss: 1.2120... Generator Loss: 0.5905 Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 2.2044 Epoch 1/1... Discriminator Loss: 0.7307... Generator Loss: 0.8067
Epoch 1/1... Discriminator Loss: 1.4459... Generator Loss: 0.3920 Epoch 1/1... Discriminator Loss: 1.8839... Generator Loss: 2.3177 Epoch 1/1... Discriminator Loss: 0.9065... Generator Loss: 1.2673 Epoch 1/1... Discriminator Loss: 1.3908... Generator Loss: 0.3580 Epoch 1/1... Discriminator Loss: 1.5655... Generator Loss: 0.9612 Epoch 1/1... Discriminator Loss: 1.6502... Generator Loss: 0.4099 Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 1.0787 Epoch 1/1... Discriminator Loss: 1.3356... Generator Loss: 0.9223 Epoch 1/1... Discriminator Loss: 1.2860... Generator Loss: 0.5518 Epoch 1/1... Discriminator Loss: 1.5476... Generator Loss: 1.7707
Epoch 1/1... Discriminator Loss: 1.3911... Generator Loss: 0.4574 Epoch 1/1... Discriminator Loss: 1.0764... Generator Loss: 1.3773 Epoch 1/1... Discriminator Loss: 0.6807... Generator Loss: 1.1024 Epoch 1/1... Discriminator Loss: 1.2761... Generator Loss: 0.4691 Epoch 1/1... Discriminator Loss: 1.8785... Generator Loss: 1.7650 Epoch 1/1... Discriminator Loss: 1.5605... Generator Loss: 0.3018 Epoch 1/1... Discriminator Loss: 1.0876... Generator Loss: 1.0130 Epoch 1/1... Discriminator Loss: 1.0496... Generator Loss: 1.0521 Epoch 1/1... Discriminator Loss: 1.5392... Generator Loss: 0.4216 Epoch 1/1... Discriminator Loss: 1.2765... Generator Loss: 0.9327
Epoch 1/1... Discriminator Loss: 1.4994... Generator Loss: 0.5732 Epoch 1/1... Discriminator Loss: 1.5089... Generator Loss: 1.1983 Epoch 1/1... Discriminator Loss: 1.4224... Generator Loss: 0.5267 Epoch 1/1... Discriminator Loss: 1.2251... Generator Loss: 1.0107 Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 0.8770 Epoch 1/1... Discriminator Loss: 0.9175... Generator Loss: 0.8637 Epoch 1/1... Discriminator Loss: 1.0184... Generator Loss: 1.0057 Epoch 1/1... Discriminator Loss: 0.9095... Generator Loss: 1.0987 Epoch 1/1... Discriminator Loss: 1.4167... Generator Loss: 0.3915 Epoch 1/1... Discriminator Loss: 1.9538... Generator Loss: 2.3536
Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.6795 Epoch 1/1... Discriminator Loss: 1.0685... Generator Loss: 1.2773 Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.5639 Epoch 1/1... Discriminator Loss: 1.3818... Generator Loss: 0.5246 Epoch 1/1... Discriminator Loss: 1.5141... Generator Loss: 0.5855 Epoch 1/1... Discriminator Loss: 2.6093... Generator Loss: 0.2745 Epoch 1/1... Discriminator Loss: 2.1254... Generator Loss: 0.6634 Epoch 1/1... Discriminator Loss: 1.7298... Generator Loss: 0.7324 Epoch 1/1... Discriminator Loss: 1.5351... Generator Loss: 0.7281 Epoch 1/1... Discriminator Loss: 1.4859... Generator Loss: 0.7254
Epoch 1/1... Discriminator Loss: 1.3458... Generator Loss: 0.7130 Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 0.8718 Epoch 1/1... Discriminator Loss: 1.3143... Generator Loss: 0.8921 Epoch 1/1... Discriminator Loss: 1.3974... Generator Loss: 0.5733 Epoch 1/1... Discriminator Loss: 1.4306... Generator Loss: 1.3806 Epoch 1/1... Discriminator Loss: 1.5523... Generator Loss: 0.3911 Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 1.4319 Epoch 1/1... Discriminator Loss: 1.3745... Generator Loss: 0.6090 Epoch 1/1... Discriminator Loss: 1.3209... Generator Loss: 0.8048 Epoch 1/1... Discriminator Loss: 1.2846... Generator Loss: 0.8192
Epoch 1/1... Discriminator Loss: 1.5364... Generator Loss: 0.5952 Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.7569 Epoch 1/1... Discriminator Loss: 1.4912... Generator Loss: 0.6736 Epoch 1/1... Discriminator Loss: 1.3104... Generator Loss: 0.6949 Epoch 1/1... Discriminator Loss: 1.3378... Generator Loss: 0.7153 Epoch 1/1... Discriminator Loss: 1.3959... Generator Loss: 0.7039 Epoch 1/1... Discriminator Loss: 1.3304... Generator Loss: 0.8364 Epoch 1/1... Discriminator Loss: 1.4198... Generator Loss: 0.6664 Epoch 1/1... Discriminator Loss: 1.4723... Generator Loss: 0.6843 Epoch 1/1... Discriminator Loss: 1.4576... Generator Loss: 0.7140
Epoch 1/1... Discriminator Loss: 1.3917... Generator Loss: 0.7305 Epoch 1/1... Discriminator Loss: 1.4855... Generator Loss: 0.6446 Epoch 1/1... Discriminator Loss: 1.4744... Generator Loss: 1.1289 Epoch 1/1... Discriminator Loss: 1.3868... Generator Loss: 0.6851 Epoch 1/1... Discriminator Loss: 1.2809... Generator Loss: 0.6788 Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 1.1010 Epoch 1/1... Discriminator Loss: 1.2667... Generator Loss: 0.5968 Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.9847 Epoch 1/1... Discriminator Loss: 1.2507... Generator Loss: 0.6731 Epoch 1/1... Discriminator Loss: 1.3193... Generator Loss: 0.7560
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 0.9936 Epoch 1/1... Discriminator Loss: 1.2582... Generator Loss: 0.7497 Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 0.6134 Epoch 1/1... Discriminator Loss: 1.5397... Generator Loss: 0.8957 Epoch 1/1... Discriminator Loss: 1.4169... Generator Loss: 0.5588 Epoch 1/1... Discriminator Loss: 1.2178... Generator Loss: 1.0692 Epoch 1/1... Discriminator Loss: 1.2921... Generator Loss: 0.5857 Epoch 1/1... Discriminator Loss: 0.9798... Generator Loss: 1.1549 Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.5107... Generator Loss: 2.1021
Epoch 1/1... Discriminator Loss: 2.3322... Generator Loss: 0.1248 Epoch 1/1... Discriminator Loss: 1.7440... Generator Loss: 1.8850 Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 1.1123 Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 0.5079 Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.6557 Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.9108 Epoch 1/1... Discriminator Loss: 1.3633... Generator Loss: 0.8739 Epoch 1/1... Discriminator Loss: 1.3830... Generator Loss: 0.5780 Epoch 1/1... Discriminator Loss: 1.5386... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.4199... Generator Loss: 0.7747
Epoch 1/1... Discriminator Loss: 1.3692... Generator Loss: 0.7334 Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.7906 Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.8009 Epoch 1/1... Discriminator Loss: 1.3908... Generator Loss: 0.7735 Epoch 1/1... Discriminator Loss: 1.3463... Generator Loss: 0.7031 Epoch 1/1... Discriminator Loss: 1.3120... Generator Loss: 0.7835 Epoch 1/1... Discriminator Loss: 1.3014... Generator Loss: 0.8003 Epoch 1/1... Discriminator Loss: 1.2575... Generator Loss: 0.7204 Epoch 1/1... Discriminator Loss: 1.3073... Generator Loss: 0.8712 Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.8187
Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.8968 Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.7119 Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.9095 Epoch 1/1... Discriminator Loss: 1.2855... Generator Loss: 0.7029 Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.7771 Epoch 1/1... Discriminator Loss: 1.4030... Generator Loss: 0.7282 Epoch 1/1... Discriminator Loss: 1.2860... Generator Loss: 0.9625 Epoch 1/1... Discriminator Loss: 1.3921... Generator Loss: 0.5122 Epoch 1/1... Discriminator Loss: 1.5576... Generator Loss: 1.1522 Epoch 1/1... Discriminator Loss: 1.4419... Generator Loss: 0.5857
Epoch 1/1... Discriminator Loss: 1.2786... Generator Loss: 0.6856 Epoch 1/1... Discriminator Loss: 1.2668... Generator Loss: 1.2185 Epoch 1/1... Discriminator Loss: 1.6302... Generator Loss: 0.3841 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 1.0303 Epoch 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.9054 Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.6855 Epoch 1/1... Discriminator Loss: 1.2846... Generator Loss: 1.1117 Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.5980 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 1.0694 Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.6893
Epoch 1/1... Discriminator Loss: 1.2888... Generator Loss: 0.8857 Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 0.7052 Epoch 1/1... Discriminator Loss: 1.2723... Generator Loss: 0.9102 Epoch 1/1... Discriminator Loss: 0.9760... Generator Loss: 1.3075 Epoch 1/1... Discriminator Loss: 1.3655... Generator Loss: 0.4699 Epoch 1/1... Discriminator Loss: 1.9913... Generator Loss: 2.1497 Epoch 1/1... Discriminator Loss: 2.1342... Generator Loss: 0.1556 Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 1.4480 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 1.1022 Epoch 1/1... Discriminator Loss: 1.1589... Generator Loss: 0.6141
Epoch 1/1... Discriminator Loss: 1.0321... Generator Loss: 0.8686 Epoch 1/1... Discriminator Loss: 1.1710... Generator Loss: 0.8346 Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 1.3696 Epoch 1/1... Discriminator Loss: 1.3111... Generator Loss: 0.9316 Epoch 1/1... Discriminator Loss: 1.4430... Generator Loss: 0.4555 Epoch 1/1... Discriminator Loss: 3.1118... Generator Loss: 2.8518 Epoch 1/1... Discriminator Loss: 1.7248... Generator Loss: 0.3205 Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 1.0204 Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 0.9806 Epoch 1/1... Discriminator Loss: 1.3882... Generator Loss: 0.4280
Epoch 1/1... Discriminator Loss: 1.4174... Generator Loss: 1.1774 Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 0.9541 Epoch 1/1... Discriminator Loss: 0.7572... Generator Loss: 1.1683 Epoch 1/1... Discriminator Loss: 1.3230... Generator Loss: 0.4868 Epoch 1/1... Discriminator Loss: 1.3602... Generator Loss: 1.3820 Epoch 1/1... Discriminator Loss: 0.9245... Generator Loss: 0.9364 Epoch 1/1... Discriminator Loss: 1.0990... Generator Loss: 0.5881 Epoch 1/1... Discriminator Loss: 1.1484... Generator Loss: 1.2674 Epoch 1/1... Discriminator Loss: 1.0654... Generator Loss: 0.6601 Epoch 1/1... Discriminator Loss: 1.2152... Generator Loss: 1.1697
Epoch 1/1... Discriminator Loss: 1.4275... Generator Loss: 0.3896 Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 1.6093 Epoch 1/1... Discriminator Loss: 0.9926... Generator Loss: 0.7691 Epoch 1/1... Discriminator Loss: 1.4840... Generator Loss: 0.4022 Epoch 1/1... Discriminator Loss: 2.5267... Generator Loss: 2.3869 Epoch 1/1... Discriminator Loss: 1.5449... Generator Loss: 0.3678 Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.6952 Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 1.0032 Epoch 1/1... Discriminator Loss: 1.2932... Generator Loss: 0.7935 Epoch 1/1... Discriminator Loss: 1.2700... Generator Loss: 0.6093
Epoch 1/1... Discriminator Loss: 1.4104... Generator Loss: 1.0054 Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.7000 Epoch 1/1... Discriminator Loss: 1.4065... Generator Loss: 0.5929 Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.8778 Epoch 1/1... Discriminator Loss: 1.3143... Generator Loss: 0.6416 Epoch 1/1... Discriminator Loss: 1.2299... Generator Loss: 0.8935 Epoch 1/1... Discriminator Loss: 1.2738... Generator Loss: 0.6723 Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 1.4532 Epoch 1/1... Discriminator Loss: 1.5450... Generator Loss: 0.3834 Epoch 1/1... Discriminator Loss: 1.5547... Generator Loss: 1.5631
Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.4711 Epoch 1/1... Discriminator Loss: 1.2269... Generator Loss: 1.4724 Epoch 1/1... Discriminator Loss: 1.4944... Generator Loss: 0.3377 Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 1.8194 Epoch 1/1... Discriminator Loss: 1.0043... Generator Loss: 0.8475 Epoch 1/1... Discriminator Loss: 1.4659... Generator Loss: 1.6583 Epoch 1/1... Discriminator Loss: 1.9788... Generator Loss: 0.1918 Epoch 1/1... Discriminator Loss: 2.7610... Generator Loss: 2.8672 Epoch 1/1... Discriminator Loss: 1.4388... Generator Loss: 1.0146
Epoch 1/1... Discriminator Loss: 1.7389... Generator Loss: 0.3028 Epoch 1/1... Discriminator Loss: 1.3391... Generator Loss: 0.7583 Epoch 1/1... Discriminator Loss: 1.4606... Generator Loss: 1.0799 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.6246 Epoch 1/1... Discriminator Loss: 1.3608... Generator Loss: 0.6651 Epoch 1/1... Discriminator Loss: 1.3331... Generator Loss: 0.8654 Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.7275 Epoch 1/1... Discriminator Loss: 1.3053... Generator Loss: 0.7095 Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.8145
Epoch 1/1... Discriminator Loss: 1.4088... Generator Loss: 0.6893 Epoch 1/1... Discriminator Loss: 1.3770... Generator Loss: 0.6267 Epoch 1/1... Discriminator Loss: 1.3209... Generator Loss: 0.8236 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.7657 Epoch 1/1... Discriminator Loss: 1.3790... Generator Loss: 0.7258 Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.7702 Epoch 1/1... Discriminator Loss: 1.3173... Generator Loss: 0.7660 Epoch 1/1... Discriminator Loss: 1.3332... Generator Loss: 0.6896 Epoch 1/1... Discriminator Loss: 1.3116... Generator Loss: 0.8176 Epoch 1/1... Discriminator Loss: 1.2932... Generator Loss: 0.6820
Epoch 1/1... Discriminator Loss: 1.4454... Generator Loss: 0.7961 Epoch 1/1... Discriminator Loss: 1.4077... Generator Loss: 0.6685 Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.7093 Epoch 1/1... Discriminator Loss: 1.3568... Generator Loss: 0.7750 Epoch 1/1... Discriminator Loss: 1.3529... Generator Loss: 0.6949 Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.6369 Epoch 1/1... Discriminator Loss: 1.2965... Generator Loss: 0.7699 Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.7033 Epoch 1/1... Discriminator Loss: 1.2564... Generator Loss: 0.6923 Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.8611
Epoch 1/1... Discriminator Loss: 1.3428... Generator Loss: 0.6395 Epoch 1/1... Discriminator Loss: 1.3445... Generator Loss: 0.8836 Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.4068... Generator Loss: 0.7305 Epoch 1/1... Discriminator Loss: 1.3570... Generator Loss: 0.7585 Epoch 1/1... Discriminator Loss: 1.4156... Generator Loss: 0.7095 Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.7128 Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.7182 Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 0.8199 Epoch 1/1... Discriminator Loss: 1.3032... Generator Loss: 0.7141
Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.8574 Epoch 1/1... Discriminator Loss: 1.3109... Generator Loss: 0.6217 Epoch 1/1... Discriminator Loss: 1.4107... Generator Loss: 1.2434 Epoch 1/1... Discriminator Loss: 1.3082... Generator Loss: 0.6009 Epoch 1/1... Discriminator Loss: 1.2530... Generator Loss: 0.8041 Epoch 1/1... Discriminator Loss: 1.2690... Generator Loss: 0.9061 Epoch 1/1... Discriminator Loss: 1.2210... Generator Loss: 0.6785 Epoch 1/1... Discriminator Loss: 1.3010... Generator Loss: 0.8064 Epoch 1/1... Discriminator Loss: 1.3881... Generator Loss: 0.6712 Epoch 1/1... Discriminator Loss: 1.3916... Generator Loss: 0.8139
Epoch 1/1... Discriminator Loss: 1.4161... Generator Loss: 0.7013 Epoch 1/1... Discriminator Loss: 1.4397... Generator Loss: 0.6709 Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.7064 Epoch 1/1... Discriminator Loss: 1.3350... Generator Loss: 0.6982 Epoch 1/1... Discriminator Loss: 1.3639... Generator Loss: 0.7539 Epoch 1/1... Discriminator Loss: 1.3529... Generator Loss: 0.8052 Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 0.6352 Epoch 1/1... Discriminator Loss: 1.3530... Generator Loss: 0.8457 Epoch 1/1... Discriminator Loss: 1.3639... Generator Loss: 0.5892 Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.9976
Epoch 1/1... Discriminator Loss: 1.3642... Generator Loss: 0.6099 Epoch 1/1... Discriminator Loss: 1.3865... Generator Loss: 0.9974 Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.5627 Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.9251 Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.8364 Epoch 1/1... Discriminator Loss: 1.3751... Generator Loss: 0.5565 Epoch 1/1... Discriminator Loss: 1.2668... Generator Loss: 0.7517 Epoch 1/1... Discriminator Loss: 1.3367... Generator Loss: 0.9113 Epoch 1/1... Discriminator Loss: 1.3441... Generator Loss: 0.5347 Epoch 1/1... Discriminator Loss: 1.3130... Generator Loss: 0.8677
Epoch 1/1... Discriminator Loss: 1.3349... Generator Loss: 0.7516 Epoch 1/1... Discriminator Loss: 1.3233... Generator Loss: 0.6858 Epoch 1/1... Discriminator Loss: 1.3378... Generator Loss: 0.8196 Epoch 1/1... Discriminator Loss: 1.3059... Generator Loss: 0.6311 Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 1.0411 Epoch 1/1... Discriminator Loss: 1.3831... Generator Loss: 0.6277 Epoch 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.9863 Epoch 1/1... Discriminator Loss: 1.4887... Generator Loss: 0.4004 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 1.1761 Epoch 1/1... Discriminator Loss: 1.3848... Generator Loss: 0.5724
Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.8353 Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.8173 Epoch 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.7238 Epoch 1/1... Discriminator Loss: 1.1741... Generator Loss: 0.7833 Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.8199 Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.7701 Epoch 1/1... Discriminator Loss: 1.3705... Generator Loss: 0.6804 Epoch 1/1... Discriminator Loss: 1.4177... Generator Loss: 0.6298 Epoch 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.7271 Epoch 1/1... Discriminator Loss: 1.2769... Generator Loss: 0.7706
Epoch 1/1... Discriminator Loss: 1.3318... Generator Loss: 0.5250 Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 1.0682 Epoch 1/1... Discriminator Loss: 1.4384... Generator Loss: 0.6499 Epoch 1/1... Discriminator Loss: 1.3509... Generator Loss: 0.7320 Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.9048 Epoch 1/1... Discriminator Loss: 1.3401... Generator Loss: 0.6870 Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.9714 Epoch 1/1... Discriminator Loss: 1.3311... Generator Loss: 0.5415 Epoch 1/1... Discriminator Loss: 1.4806... Generator Loss: 1.4916 Epoch 1/1... Discriminator Loss: 1.4410... Generator Loss: 0.4467
Epoch 1/1... Discriminator Loss: 1.2073... Generator Loss: 0.8585 Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 1.0076 Epoch 1/1... Discriminator Loss: 1.1624... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 1.1963... Generator Loss: 0.7536 Epoch 1/1... Discriminator Loss: 1.2275... Generator Loss: 0.7436 Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.7047 Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 0.7948 Epoch 1/1... Discriminator Loss: 1.2884... Generator Loss: 0.7711 Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 0.7689 Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 0.5855
Epoch 1/1... Discriminator Loss: 1.4947... Generator Loss: 1.3866 Epoch 1/1... Discriminator Loss: 1.5060... Generator Loss: 0.4571 Epoch 1/1... Discriminator Loss: 1.3079... Generator Loss: 0.8036 Epoch 1/1... Discriminator Loss: 1.3415... Generator Loss: 0.8236 Epoch 1/1... Discriminator Loss: 1.2139... Generator Loss: 0.7097 Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 1.2143... Generator Loss: 0.8172 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.9907 Epoch 1/1... Discriminator Loss: 1.5359... Generator Loss: 0.3991 Epoch 1/1... Discriminator Loss: 1.8738... Generator Loss: 1.5196
Epoch 1/1... Discriminator Loss: 1.8677... Generator Loss: 0.2176 Epoch 1/1... Discriminator Loss: 1.1339... Generator Loss: 1.1807 Epoch 1/1... Discriminator Loss: 1.0957... Generator Loss: 0.9473 Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.8416 Epoch 1/1... Discriminator Loss: 0.7169... Generator Loss: 1.4805 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.5467 Epoch 1/1... Discriminator Loss: 2.2725... Generator Loss: 2.5215 Epoch 1/1... Discriminator Loss: 1.7433... Generator Loss: 0.2470 Epoch 1/1... Discriminator Loss: 1.2267... Generator Loss: 1.3633 Epoch 1/1... Discriminator Loss: 1.2764... Generator Loss: 0.9188
Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 0.5671 Epoch 1/1... Discriminator Loss: 1.1618... Generator Loss: 0.7141 Epoch 1/1... Discriminator Loss: 1.2581... Generator Loss: 0.8458 Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.7858 Epoch 1/1... Discriminator Loss: 1.3223... Generator Loss: 0.7008 Epoch 1/1... Discriminator Loss: 1.3554... Generator Loss: 0.6816 Epoch 1/1... Discriminator Loss: 1.3332... Generator Loss: 0.8199 Epoch 1/1... Discriminator Loss: 0.9911... Generator Loss: 1.0778 Epoch 1/1... Discriminator Loss: 1.0630... Generator Loss: 0.6589 Epoch 1/1... Discriminator Loss: 0.8340... Generator Loss: 1.2862
Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 0.6682 Epoch 1/1... Discriminator Loss: 2.2545... Generator Loss: 2.4532 Epoch 1/1... Discriminator Loss: 1.6316... Generator Loss: 0.2711 Epoch 1/1... Discriminator Loss: 2.6790... Generator Loss: 2.7572 Epoch 1/1... Discriminator Loss: 1.2325... Generator Loss: 0.9048 Epoch 1/1... Discriminator Loss: 1.4073... Generator Loss: 0.4281 Epoch 1/1... Discriminator Loss: 1.2631... Generator Loss: 0.6425 Epoch 1/1... Discriminator Loss: 1.3840... Generator Loss: 1.1422 Epoch 1/1... Discriminator Loss: 1.3163... Generator Loss: 0.7603 Epoch 1/1... Discriminator Loss: 1.5456... Generator Loss: 0.4975
Epoch 1/1... Discriminator Loss: 1.4869... Generator Loss: 0.6676 Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.6736 Epoch 1/1... Discriminator Loss: 1.5007... Generator Loss: 0.6313 Epoch 1/1... Discriminator Loss: 1.4122... Generator Loss: 0.7681 Epoch 1/1... Discriminator Loss: 1.4145... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.3778... Generator Loss: 0.6869 Epoch 1/1... Discriminator Loss: 1.4362... Generator Loss: 0.7906 Epoch 1/1... Discriminator Loss: 1.4808... Generator Loss: 0.7090 Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.7539 Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.7599
Epoch 1/1... Discriminator Loss: 1.4945... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.4692... Generator Loss: 0.5565 Epoch 1/1... Discriminator Loss: 1.4224... Generator Loss: 0.8099 Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.8504 Epoch 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.6538 Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.8425 Epoch 1/1... Discriminator Loss: 1.3946... Generator Loss: 0.7690 Epoch 1/1... Discriminator Loss: 1.4302... Generator Loss: 0.6468 Epoch 1/1... Discriminator Loss: 1.4174... Generator Loss: 0.7850 Epoch 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.7374
Epoch 1/1... Discriminator Loss: 1.3904... Generator Loss: 0.6474 Epoch 1/1... Discriminator Loss: 1.2997... Generator Loss: 0.7689 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.7535 Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.7100 Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 0.8405 Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 0.6846 Epoch 1/1... Discriminator Loss: 1.1703... Generator Loss: 0.7168 Epoch 1/1... Discriminator Loss: 1.2549... Generator Loss: 0.7908 Epoch 1/1... Discriminator Loss: 1.3006... Generator Loss: 0.7623 Epoch 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.7553
Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 0.7570 Epoch 1/1... Discriminator Loss: 1.2773... Generator Loss: 1.0504 Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.3717 Epoch 1/1... Discriminator Loss: 1.6794... Generator Loss: 1.6739 Epoch 1/1... Discriminator Loss: 1.5139... Generator Loss: 0.4721 Epoch 1/1... Discriminator Loss: 1.3379... Generator Loss: 0.6258 Epoch 1/1... Discriminator Loss: 1.3241... Generator Loss: 0.9251 Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 0.6598 Epoch 1/1... Discriminator Loss: 1.3461... Generator Loss: 0.7188 Epoch 1/1... Discriminator Loss: 1.3630... Generator Loss: 0.8671
Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.6779 Epoch 1/1... Discriminator Loss: 1.3440... Generator Loss: 0.7742 Epoch 1/1... Discriminator Loss: 1.3889... Generator Loss: 0.6770 Epoch 1/1... Discriminator Loss: 1.3472... Generator Loss: 0.7344 Epoch 1/1... Discriminator Loss: 1.3461... Generator Loss: 0.5005 Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 1.0251 Epoch 1/1... Discriminator Loss: 1.3411... Generator Loss: 0.6246 Epoch 1/1... Discriminator Loss: 1.3198... Generator Loss: 0.8017 Epoch 1/1... Discriminator Loss: 1.4030... Generator Loss: 0.6982 Epoch 1/1... Discriminator Loss: 1.4713... Generator Loss: 0.7309
Epoch 1/1... Discriminator Loss: 1.4019... Generator Loss: 0.7567 Epoch 1/1... Discriminator Loss: 1.4141... Generator Loss: 0.6780 Epoch 1/1... Discriminator Loss: 1.3256... Generator Loss: 0.8469 Epoch 1/1... Discriminator Loss: 1.3331... Generator Loss: 0.6629 Epoch 1/1... Discriminator Loss: 1.3448... Generator Loss: 0.7848 Epoch 1/1... Discriminator Loss: 1.2650... Generator Loss: 0.7522 Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 0.6702 Epoch 1/1... Discriminator Loss: 1.2663... Generator Loss: 0.7549 Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 0.8691 Epoch 1/1... Discriminator Loss: 1.6491... Generator Loss: 0.3108
Epoch 1/1... Discriminator Loss: 1.9351... Generator Loss: 1.7056 Epoch 1/1... Discriminator Loss: 1.4265... Generator Loss: 0.4908 Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 0.6003 Epoch 1/1... Discriminator Loss: 1.3528... Generator Loss: 0.8451 Epoch 1/1... Discriminator Loss: 1.3630... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.7218 Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.9344 Epoch 1/1... Discriminator Loss: 1.3059... Generator Loss: 0.7157 Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 0.5879 Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.7928
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 1.3309... Generator Loss: 0.7972 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.6498 Epoch 1/1... Discriminator Loss: 1.3441... Generator Loss: 0.7978 Epoch 1/1... Discriminator Loss: 1.2355... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.6618 Epoch 1/1... Discriminator Loss: 1.2692... Generator Loss: 0.8074 Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.6615 Epoch 1/1... Discriminator Loss: 1.2691... Generator Loss: 0.8489 Epoch 1/1... Discriminator Loss: 1.1531... Generator Loss: 0.8306
Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 0.5426 Epoch 1/1... Discriminator Loss: 1.5271... Generator Loss: 1.2759 Epoch 1/1... Discriminator Loss: 1.4779... Generator Loss: 0.4113 Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 1.2473 Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.8496 Epoch 1/1... Discriminator Loss: 1.3486... Generator Loss: 0.4654 Epoch 1/1... Discriminator Loss: 1.4375... Generator Loss: 1.2774 Epoch 1/1... Discriminator Loss: 1.4156... Generator Loss: 0.3938 Epoch 1/1... Discriminator Loss: 1.2335... Generator Loss: 1.0554 Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 0.8109
Epoch 1/1... Discriminator Loss: 1.2704... Generator Loss: 0.5784 Epoch 1/1... Discriminator Loss: 1.5756... Generator Loss: 1.8505 Epoch 1/1... Discriminator Loss: 1.6326... Generator Loss: 0.3505 Epoch 1/1... Discriminator Loss: 1.6292... Generator Loss: 2.4287 Epoch 1/1... Discriminator Loss: 1.5261... Generator Loss: 0.3825 Epoch 1/1... Discriminator Loss: 1.4041... Generator Loss: 0.4877 Epoch 1/1... Discriminator Loss: 1.6007... Generator Loss: 1.3463 Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.6268 Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.7638 Epoch 1/1... Discriminator Loss: 1.1809... Generator Loss: 1.1086
Epoch 1/1... Discriminator Loss: 1.2645... Generator Loss: 0.5857 Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.0458 Epoch 1/1... Discriminator Loss: 1.2909... Generator Loss: 0.6197 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 1.3075 Epoch 1/1... Discriminator Loss: 1.6537... Generator Loss: 0.2663 Epoch 1/1... Discriminator Loss: 1.3561... Generator Loss: 1.2785 Epoch 1/1... Discriminator Loss: 1.0372... Generator Loss: 1.0078 Epoch 1/1... Discriminator Loss: 1.1788... Generator Loss: 0.6188 Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 1.2206 Epoch 1/1... Discriminator Loss: 0.6990... Generator Loss: 1.3171
Epoch 1/1... Discriminator Loss: 0.4691... Generator Loss: 1.5235 Epoch 1/1... Discriminator Loss: 0.9231... Generator Loss: 0.5941 Epoch 1/1... Discriminator Loss: 2.8627... Generator Loss: 2.9897 Epoch 1/1... Discriminator Loss: 1.1551... Generator Loss: 0.4280 Epoch 1/1... Discriminator Loss: 1.1886... Generator Loss: 1.2559 Epoch 1/1... Discriminator Loss: 1.0300... Generator Loss: 0.7520 Epoch 1/1... Discriminator Loss: 1.2844... Generator Loss: 0.4312 Epoch 1/1... Discriminator Loss: 1.3256... Generator Loss: 1.8235 Epoch 1/1... Discriminator Loss: 1.1247... Generator Loss: 0.6801 Epoch 1/1... Discriminator Loss: 1.7231... Generator Loss: 0.3586
Epoch 1/1... Discriminator Loss: 2.1721... Generator Loss: 2.2543 Epoch 1/1... Discriminator Loss: 1.2612... Generator Loss: 0.9806 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.5034 Epoch 1/1... Discriminator Loss: 1.3201... Generator Loss: 0.7786 Epoch 1/1... Discriminator Loss: 1.4294... Generator Loss: 1.1025 Epoch 1/1... Discriminator Loss: 1.5104... Generator Loss: 0.4412 Epoch 1/1... Discriminator Loss: 1.6859... Generator Loss: 1.2767 Epoch 1/1... Discriminator Loss: 1.3036... Generator Loss: 0.7337 Epoch 1/1... Discriminator Loss: 1.2144... Generator Loss: 0.6738 Epoch 1/1... Discriminator Loss: 1.0772... Generator Loss: 0.8753
Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 0.8702 Epoch 1/1... Discriminator Loss: 1.5029... Generator Loss: 0.4858 Epoch 1/1... Discriminator Loss: 1.4937... Generator Loss: 1.3393 Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 0.8622 Epoch 1/1... Discriminator Loss: 0.9670... Generator Loss: 1.1147 Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 1.0417 Epoch 1/1... Discriminator Loss: 0.7889... Generator Loss: 1.1203 Epoch 1/1... Discriminator Loss: 1.2496... Generator Loss: 0.4971 Epoch 1/1... Discriminator Loss: 1.9978... Generator Loss: 2.3546 Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.9052
Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 0.4173 Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 1.2989 Epoch 1/1... Discriminator Loss: 1.0218... Generator Loss: 0.7903 Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 0.7941 Epoch 1/1... Discriminator Loss: 1.1607... Generator Loss: 1.2498 Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.1488 Epoch 1/1... Discriminator Loss: 1.1053... Generator Loss: 0.5155 Epoch 1/1... Discriminator Loss: 2.0705... Generator Loss: 2.2377 Epoch 1/1... Discriminator Loss: 1.3371... Generator Loss: 0.5643 Epoch 1/1... Discriminator Loss: 1.8500... Generator Loss: 0.3164
Epoch 1/1... Discriminator Loss: 1.8411... Generator Loss: 1.6443 Epoch 1/1... Discriminator Loss: 1.2838... Generator Loss: 0.8843 Epoch 1/1... Discriminator Loss: 1.9255... Generator Loss: 0.2600 Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 1.7976 Epoch 1/1... Discriminator Loss: 0.9825... Generator Loss: 1.2730 Epoch 1/1... Discriminator Loss: 1.4607... Generator Loss: 0.4486 Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 1.1847 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.5917 Epoch 1/1... Discriminator Loss: 1.2974... Generator Loss: 1.3433 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.7630
Epoch 1/1... Discriminator Loss: 1.1611... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.2660... Generator Loss: 0.7345 Epoch 1/1... Discriminator Loss: 1.5652... Generator Loss: 0.6715 Epoch 1/1... Discriminator Loss: 1.3992... Generator Loss: 0.4919 Epoch 1/1... Discriminator Loss: 1.3291... Generator Loss: 0.7306 Epoch 1/1... Discriminator Loss: 1.0744... Generator Loss: 2.1071 Epoch 1/1... Discriminator Loss: 1.3479... Generator Loss: 0.4287 Epoch 1/1... Discriminator Loss: 1.6930... Generator Loss: 1.9393 Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.5460 Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 0.8748
Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 0.8668 Epoch 1/1... Discriminator Loss: 0.9539... Generator Loss: 1.1199 Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 0.6203 Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 0.6572 Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 1.6596 Epoch 1/1... Discriminator Loss: 1.3930... Generator Loss: 0.4042 Epoch 1/1... Discriminator Loss: 1.1683... Generator Loss: 0.8647 Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 0.9646 Epoch 1/1... Discriminator Loss: 0.9195... Generator Loss: 2.3982 Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.4530
Epoch 1/1... Discriminator Loss: 1.5211... Generator Loss: 1.4343 Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 0.6134 Epoch 1/1... Discriminator Loss: 0.7001... Generator Loss: 0.9556 Epoch 1/1... Discriminator Loss: 0.8555... Generator Loss: 0.9013 Epoch 1/1... Discriminator Loss: 1.0404... Generator Loss: 1.6689 Epoch 1/1... Discriminator Loss: 1.0803... Generator Loss: 0.5369 Epoch 1/1... Discriminator Loss: 1.1314... Generator Loss: 1.8642 Epoch 1/1... Discriminator Loss: 1.8518... Generator Loss: 0.2350 Epoch 1/1... Discriminator Loss: 1.6281... Generator Loss: 1.5059 Epoch 1/1... Discriminator Loss: 1.5549... Generator Loss: 0.5797
Epoch 1/1... Discriminator Loss: 1.7134... Generator Loss: 0.4221 Epoch 1/1... Discriminator Loss: 1.7496... Generator Loss: 0.8625 Epoch 1/1... Discriminator Loss: 1.9022... Generator Loss: 0.5519 Epoch 1/1... Discriminator Loss: 1.7508... Generator Loss: 0.4664 Epoch 1/1... Discriminator Loss: 1.4740... Generator Loss: 0.9545 Epoch 1/1... Discriminator Loss: 1.4179... Generator Loss: 0.9191 Epoch 1/1... Discriminator Loss: 1.4478... Generator Loss: 0.6334 Epoch 1/1... Discriminator Loss: 1.4731... Generator Loss: 0.8110 Epoch 1/1... Discriminator Loss: 1.5771... Generator Loss: 0.7940 Epoch 1/1... Discriminator Loss: 1.4665... Generator Loss: 0.7909
Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.3151... Generator Loss: 0.8196 Epoch 1/1... Discriminator Loss: 1.3618... Generator Loss: 0.7399 Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.7966 Epoch 1/1... Discriminator Loss: 1.3364... Generator Loss: 0.7570 Epoch 1/1... Discriminator Loss: 1.3676... Generator Loss: 0.7201 Epoch 1/1... Discriminator Loss: 1.3647... Generator Loss: 0.7393 Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8860 Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.7885 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.8572
Epoch 1/1... Discriminator Loss: 1.2790... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 1.2154... Generator Loss: 0.8825 Epoch 1/1... Discriminator Loss: 1.2211... Generator Loss: 0.7398 Epoch 1/1... Discriminator Loss: 1.3078... Generator Loss: 0.7127 Epoch 1/1... Discriminator Loss: 1.3660... Generator Loss: 0.7940 Epoch 1/1... Discriminator Loss: 1.3996... Generator Loss: 0.6927 Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.8771 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.7412 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.9245 Epoch 1/1... Discriminator Loss: 1.3970... Generator Loss: 0.7657
Epoch 1/1... Discriminator Loss: 1.3700... Generator Loss: 0.8992 Epoch 1/1... Discriminator Loss: 1.3188... Generator Loss: 0.7172 Epoch 1/1... Discriminator Loss: 1.2828... Generator Loss: 0.8671 Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.6715 Epoch 1/1... Discriminator Loss: 1.3219... Generator Loss: 1.1653 Epoch 1/1... Discriminator Loss: 1.3739... Generator Loss: 0.5184 Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 1.0022 Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.8391 Epoch 1/1... Discriminator Loss: 1.2675... Generator Loss: 0.5999 Epoch 1/1... Discriminator Loss: 1.1966... Generator Loss: 0.8491
Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.7821 Epoch 1/1... Discriminator Loss: 1.2054... Generator Loss: 0.7128 Epoch 1/1... Discriminator Loss: 1.2424... Generator Loss: 0.9019 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.6530 Epoch 1/1... Discriminator Loss: 1.1111... Generator Loss: 0.7792 Epoch 1/1... Discriminator Loss: 1.0714... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.2141... Generator Loss: 0.9557 Epoch 1/1... Discriminator Loss: 1.2068... Generator Loss: 0.6258 Epoch 1/1... Discriminator Loss: 1.3860... Generator Loss: 1.2506 Epoch 1/1... Discriminator Loss: 1.5700... Generator Loss: 0.3814
Epoch 1/1... Discriminator Loss: 1.2886... Generator Loss: 1.2584 Epoch 1/1... Discriminator Loss: 1.1606... Generator Loss: 0.7352 Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 1.2067 Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.5277 Epoch 1/1... Discriminator Loss: 1.3446... Generator Loss: 1.7584 Epoch 1/1... Discriminator Loss: 1.4575... Generator Loss: 0.3779 Epoch 1/1... Discriminator Loss: 1.3722... Generator Loss: 0.9865 Epoch 1/1... Discriminator Loss: 1.1745... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 0.8147... Generator Loss: 1.3033 Epoch 1/1... Discriminator Loss: 0.9027... Generator Loss: 0.7720
Epoch 1/1... Discriminator Loss: 1.0689... Generator Loss: 0.6588 Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 2.1425 Epoch 1/1... Discriminator Loss: 1.4102... Generator Loss: 0.3905 Epoch 1/1... Discriminator Loss: 1.1390... Generator Loss: 1.0713 Epoch 1/1... Discriminator Loss: 0.9787... Generator Loss: 0.9622 Epoch 1/1... Discriminator Loss: 0.9621... Generator Loss: 1.1597 Epoch 1/1... Discriminator Loss: 0.7577... Generator Loss: 0.9205 Epoch 1/1... Discriminator Loss: 1.0372... Generator Loss: 0.8134 Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 1.6104 Epoch 1/1... Discriminator Loss: 2.2902... Generator Loss: 0.1344
Epoch 1/1... Discriminator Loss: 3.4066... Generator Loss: 3.1627 Epoch 1/1... Discriminator Loss: 1.7983... Generator Loss: 1.3043 Epoch 1/1... Discriminator Loss: 1.6171... Generator Loss: 0.4678 Epoch 1/1... Discriminator Loss: 1.5679... Generator Loss: 0.4250 Epoch 1/1... Discriminator Loss: 1.3116... Generator Loss: 0.8191 Epoch 1/1... Discriminator Loss: 1.3666... Generator Loss: 0.9100 Epoch 1/1... Discriminator Loss: 1.4778... Generator Loss: 0.7858 Epoch 1/1... Discriminator Loss: 1.4085... Generator Loss: 0.6602 Epoch 1/1... Discriminator Loss: 1.3895... Generator Loss: 0.7108 Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 0.8233
Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 0.8738 Epoch 1/1... Discriminator Loss: 1.3996... Generator Loss: 0.6122 Epoch 1/1... Discriminator Loss: 1.4921... Generator Loss: 0.7339 Epoch 1/1... Discriminator Loss: 1.5022... Generator Loss: 0.7350 Epoch 1/1... Discriminator Loss: 1.5297... Generator Loss: 0.7598 Epoch 1/1... Discriminator Loss: 1.3865... Generator Loss: 0.8434 Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.7769 Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.7451 Epoch 1/1... Discriminator Loss: 1.3452... Generator Loss: 0.7932 Epoch 1/1... Discriminator Loss: 1.4113... Generator Loss: 0.8023
Epoch 1/1... Discriminator Loss: 1.3773... Generator Loss: 0.8041 Epoch 1/1... Discriminator Loss: 1.3819... Generator Loss: 0.5926 Epoch 1/1... Discriminator Loss: 1.4147... Generator Loss: 0.7637 Epoch 1/1... Discriminator Loss: 1.3436... Generator Loss: 0.9209 Epoch 1/1... Discriminator Loss: 1.4826... Generator Loss: 0.7198 Epoch 1/1... Discriminator Loss: 1.4937... Generator Loss: 0.6505 Epoch 1/1... Discriminator Loss: 1.3853... Generator Loss: 0.6021 Epoch 1/1... Discriminator Loss: 1.3164... Generator Loss: 0.9088 Epoch 1/1... Discriminator Loss: 1.2962... Generator Loss: 0.8122 Epoch 1/1... Discriminator Loss: 1.2668... Generator Loss: 0.7811
Epoch 1/1... Discriminator Loss: 1.3435... Generator Loss: 0.7044 Epoch 1/1... Discriminator Loss: 1.3334... Generator Loss: 0.8817 Epoch 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.7530 Epoch 1/1... Discriminator Loss: 1.2903... Generator Loss: 0.6913 Epoch 1/1... Discriminator Loss: 1.2411... Generator Loss: 0.8059 Epoch 1/1... Discriminator Loss: 1.2942... Generator Loss: 0.7703 Epoch 1/1... Discriminator Loss: 1.4500... Generator Loss: 0.6282 Epoch 1/1... Discriminator Loss: 1.4736... Generator Loss: 0.6906 Epoch 1/1... Discriminator Loss: 1.4796... Generator Loss: 0.6473 Epoch 1/1... Discriminator Loss: 1.4039... Generator Loss: 0.6865
Epoch 1/1... Discriminator Loss: 1.3893... Generator Loss: 0.7705 Epoch 1/1... Discriminator Loss: 1.4438... Generator Loss: 0.6801 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.7225 Epoch 1/1... Discriminator Loss: 1.3048... Generator Loss: 0.7273 Epoch 1/1... Discriminator Loss: 1.2663... Generator Loss: 0.7748 Epoch 1/1... Discriminator Loss: 1.3254... Generator Loss: 0.7514 Epoch 1/1... Discriminator Loss: 1.3455... Generator Loss: 0.8153 Epoch 1/1... Discriminator Loss: 1.3906... Generator Loss: 0.7315 Epoch 1/1... Discriminator Loss: 1.4108... Generator Loss: 0.7133 Epoch 1/1... Discriminator Loss: 1.4354... Generator Loss: 0.7403
Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 0.9310 Epoch 1/1... Discriminator Loss: 1.3747... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.3692... Generator Loss: 0.6884 Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.7091 Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.9220 Epoch 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.6327 Epoch 1/1... Discriminator Loss: 1.3246... Generator Loss: 0.7453 Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.7265 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.7114 Epoch 1/1... Discriminator Loss: 1.4758... Generator Loss: 0.6726
Epoch 1/1... Discriminator Loss: 1.4185... Generator Loss: 0.6711 Epoch 1/1... Discriminator Loss: 1.4965... Generator Loss: 0.6953 Epoch 1/1... Discriminator Loss: 1.4768... Generator Loss: 0.7091 Epoch 1/1... Discriminator Loss: 1.4000... Generator Loss: 0.5924 Epoch 1/1... Discriminator Loss: 1.4254... Generator Loss: 0.7981 Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.7919 Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 0.7348 Epoch 1/1... Discriminator Loss: 1.2047... Generator Loss: 0.8869 Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.7298 Epoch 1/1... Discriminator Loss: 1.2982... Generator Loss: 0.7732
Epoch 1/1... Discriminator Loss: 1.3589... Generator Loss: 0.8260 Epoch 1/1... Discriminator Loss: 1.4730... Generator Loss: 0.5013 Epoch 1/1... Discriminator Loss: 1.4617... Generator Loss: 0.8640 Epoch 1/1... Discriminator Loss: 1.3743... Generator Loss: 0.6129 Epoch 1/1... Discriminator Loss: 1.3017... Generator Loss: 0.8135 Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.8114 Epoch 1/1... Discriminator Loss: 1.2303... Generator Loss: 0.9260 Epoch 1/1... Discriminator Loss: 1.2526... Generator Loss: 0.7404 Epoch 1/1... Discriminator Loss: 1.2079... Generator Loss: 0.7822 Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 0.7686
Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.7564 Epoch 1/1... Discriminator Loss: 1.4266... Generator Loss: 0.8758 Epoch 1/1... Discriminator Loss: 1.3440... Generator Loss: 0.6391 Epoch 1/1... Discriminator Loss: 1.5132... Generator Loss: 0.4712 Epoch 1/1... Discriminator Loss: 1.4989... Generator Loss: 0.9409 Epoch 1/1... Discriminator Loss: 1.4298... Generator Loss: 0.6772 Epoch 1/1... Discriminator Loss: 1.4104... Generator Loss: 0.6234 Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 0.8932 Epoch 1/1... Discriminator Loss: 1.3667... Generator Loss: 0.5058 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.9746
Epoch 1/1... Discriminator Loss: 1.3750... Generator Loss: 0.9162 Epoch 1/1... Discriminator Loss: 1.4356... Generator Loss: 0.6363 Epoch 1/1... Discriminator Loss: 1.3827... Generator Loss: 0.6466 Epoch 1/1... Discriminator Loss: 1.3242... Generator Loss: 0.9162 Epoch 1/1... Discriminator Loss: 1.2481... Generator Loss: 0.6676 Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 0.8694 Epoch 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.8988 Epoch 1/1... Discriminator Loss: 1.2674... Generator Loss: 0.6196 Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.8717 Epoch 1/1... Discriminator Loss: 1.2658... Generator Loss: 0.7526
Epoch 1/1... Discriminator Loss: 1.4032... Generator Loss: 0.5985 Epoch 1/1... Discriminator Loss: 1.3160... Generator Loss: 0.7003 Epoch 1/1... Discriminator Loss: 1.5278... Generator Loss: 0.7427 Epoch 1/1... Discriminator Loss: 1.5802... Generator Loss: 0.7530 Epoch 1/1... Discriminator Loss: 1.4816... Generator Loss: 0.5200 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 1.1366 Epoch 1/1... Discriminator Loss: 1.2771... Generator Loss: 0.7354 Epoch 1/1... Discriminator Loss: 1.1581... Generator Loss: 0.9317 Epoch 1/1... Discriminator Loss: 1.4793... Generator Loss: 0.4536 Epoch 1/1... Discriminator Loss: 1.1659... Generator Loss: 0.9072
Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 1.0491 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.5274 Epoch 1/1... Discriminator Loss: 0.9753... Generator Loss: 0.8760 Epoch 1/1... Discriminator Loss: 1.2477... Generator Loss: 1.3298 Epoch 1/1... Discriminator Loss: 1.2590... Generator Loss: 0.7953 Epoch 1/1... Discriminator Loss: 1.4566... Generator Loss: 0.4630 Epoch 1/1... Discriminator Loss: 1.7242... Generator Loss: 1.6766 Epoch 1/1... Discriminator Loss: 1.4960... Generator Loss: 0.4503 Epoch 1/1... Discriminator Loss: 1.4354... Generator Loss: 0.7141 Epoch 1/1... Discriminator Loss: 1.3059... Generator Loss: 0.8693
Epoch 1/1... Discriminator Loss: 1.2827... Generator Loss: 0.6431 Epoch 1/1... Discriminator Loss: 1.1843... Generator Loss: 0.6935 Epoch 1/1... Discriminator Loss: 1.2450... Generator Loss: 0.8054 Epoch 1/1... Discriminator Loss: 1.3106... Generator Loss: 0.6910 Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 0.7998 Epoch 1/1... Discriminator Loss: 1.2996... Generator Loss: 1.0831 Epoch 1/1... Discriminator Loss: 1.6056... Generator Loss: 0.3338 Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 0.8678 Epoch 1/1... Discriminator Loss: 1.3662... Generator Loss: 0.8914 Epoch 1/1... Discriminator Loss: 1.3615... Generator Loss: 0.5870
Epoch 1/1... Discriminator Loss: 1.3892... Generator Loss: 0.5310 Epoch 1/1... Discriminator Loss: 1.3695... Generator Loss: 0.7963 Epoch 1/1... Discriminator Loss: 1.4038... Generator Loss: 0.7385 Epoch 1/1... Discriminator Loss: 1.2251... Generator Loss: 0.8559 Epoch 1/1... Discriminator Loss: 1.2504... Generator Loss: 0.8542 Epoch 1/1... Discriminator Loss: 1.4146... Generator Loss: 0.5700 Epoch 1/1... Discriminator Loss: 1.4333... Generator Loss: 0.9488 Epoch 1/1... Discriminator Loss: 1.4636... Generator Loss: 0.5040 Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.7984 Epoch 1/1... Discriminator Loss: 1.4403... Generator Loss: 0.7317
Epoch 1/1... Discriminator Loss: 1.1798... Generator Loss: 1.0063 Epoch 1/1... Discriminator Loss: 0.9472... Generator Loss: 1.2953 Epoch 1/1... Discriminator Loss: 1.2234... Generator Loss: 0.5775 Epoch 1/1... Discriminator Loss: 1.0933... Generator Loss: 1.2266 Epoch 1/1... Discriminator Loss: 1.1020... Generator Loss: 0.8768 Epoch 1/1... Discriminator Loss: 1.0256... Generator Loss: 0.7976 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.6763 Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 0.9030 Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 0.7149 Epoch 1/1... Discriminator Loss: 1.1631... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 1.7407... Generator Loss: 1.5524 Epoch 1/1... Discriminator Loss: 1.8886... Generator Loss: 0.2093 Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 0.8784 Epoch 1/1... Discriminator Loss: 1.2483... Generator Loss: 1.1345 Epoch 1/1... Discriminator Loss: 1.1588... Generator Loss: 0.6128 Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 1.1392 Epoch 1/1... Discriminator Loss: 1.2082... Generator Loss: 0.7101 Epoch 1/1... Discriminator Loss: 1.1535... Generator Loss: 0.7730 Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 1.1212 Epoch 1/1... Discriminator Loss: 1.6567... Generator Loss: 0.3196
Epoch 1/1... Discriminator Loss: 1.4460... Generator Loss: 1.3730 Epoch 1/1... Discriminator Loss: 1.2197... Generator Loss: 0.7888 Epoch 1/1... Discriminator Loss: 1.2728... Generator Loss: 0.5296 Epoch 1/1... Discriminator Loss: 1.8518... Generator Loss: 1.6830 Epoch 1/1... Discriminator Loss: 1.2520... Generator Loss: 0.9266 Epoch 1/1... Discriminator Loss: 1.1994... Generator Loss: 0.6699 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.9634 Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.6746 Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 1.6575... Generator Loss: 1.7450
Epoch 1/1... Discriminator Loss: 1.2978... Generator Loss: 0.5887 Epoch 1/1... Discriminator Loss: 1.6327... Generator Loss: 0.4313 Epoch 1/1... Discriminator Loss: 1.6110... Generator Loss: 1.5351 Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.8088 Epoch 1/1... Discriminator Loss: 0.7480... Generator Loss: 1.6611 Epoch 1/1... Discriminator Loss: 0.8409... Generator Loss: 0.8804 Epoch 1/1... Discriminator Loss: 0.8558... Generator Loss: 0.8461 Epoch 1/1... Discriminator Loss: 0.7961... Generator Loss: 1.1381 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.7782 Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 1.7208
Epoch 1/1... Discriminator Loss: 1.1552... Generator Loss: 0.5183 Epoch 1/1... Discriminator Loss: 1.7481... Generator Loss: 1.3743 Epoch 1/1... Discriminator Loss: 1.6920... Generator Loss: 0.2731 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 1.7975 Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 0.6462 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.6304 Epoch 1/1... Discriminator Loss: 1.2311... Generator Loss: 1.1476 Epoch 1/1... Discriminator Loss: 1.5596... Generator Loss: 0.3914 Epoch 1/1... Discriminator Loss: 1.1988... Generator Loss: 1.4136 Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 0.6172
Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 1.1938 Epoch 1/1... Discriminator Loss: 0.8086... Generator Loss: 1.2991 Epoch 1/1... Discriminator Loss: 1.1496... Generator Loss: 0.5695 Epoch 1/1... Discriminator Loss: 1.9460... Generator Loss: 1.8109 Epoch 1/1... Discriminator Loss: 1.2071... Generator Loss: 0.5977 Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.5256 Epoch 1/1... Discriminator Loss: 1.3215... Generator Loss: 1.2493 Epoch 1/1... Discriminator Loss: 1.2071... Generator Loss: 0.6858 Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 1.6924 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 0.8858
Epoch 1/1... Discriminator Loss: 0.8350... Generator Loss: 1.6943 Epoch 1/1... Discriminator Loss: 1.0585... Generator Loss: 0.5550 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 1.2833 Epoch 1/1... Discriminator Loss: 1.3068... Generator Loss: 0.5929 Epoch 1/1... Discriminator Loss: 1.1529... Generator Loss: 1.9802 Epoch 1/1... Discriminator Loss: 1.0329... Generator Loss: 0.7430 Epoch 1/1... Discriminator Loss: 0.8058... Generator Loss: 1.5878 Epoch 1/1... Discriminator Loss: 0.7268... Generator Loss: 0.9111 Epoch 1/1... Discriminator Loss: 0.6728... Generator Loss: 1.1497 Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 0.7197
Epoch 1/1... Discriminator Loss: 1.4246... Generator Loss: 1.7371 Epoch 1/1... Discriminator Loss: 1.0239... Generator Loss: 0.6807 Epoch 1/1... Discriminator Loss: 1.2338... Generator Loss: 0.6921 Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 0.9970 Epoch 1/1... Discriminator Loss: 1.4830... Generator Loss: 0.3754 Epoch 1/1... Discriminator Loss: 1.6810... Generator Loss: 1.3157 Epoch 1/1... Discriminator Loss: 2.2756... Generator Loss: 0.2450 Epoch 1/1... Discriminator Loss: 1.8017... Generator Loss: 1.8698 Epoch 1/1... Discriminator Loss: 1.4691... Generator Loss: 0.7180 Epoch 1/1... Discriminator Loss: 1.7123... Generator Loss: 0.4316
Epoch 1/1... Discriminator Loss: 1.7093... Generator Loss: 0.5881 Epoch 1/1... Discriminator Loss: 1.3727... Generator Loss: 1.0530 Epoch 1/1... Discriminator Loss: 1.2974... Generator Loss: 0.7643 Epoch 1/1... Discriminator Loss: 1.2867... Generator Loss: 0.6435 Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.7638 Epoch 1/1... Discriminator Loss: 1.3883... Generator Loss: 0.7423 Epoch 1/1... Discriminator Loss: 1.4050... Generator Loss: 0.6042 Epoch 1/1... Discriminator Loss: 1.3513... Generator Loss: 0.7300 Epoch 1/1... Discriminator Loss: 1.2364... Generator Loss: 0.8137 Epoch 1/1... Discriminator Loss: 1.3865... Generator Loss: 0.7488
Epoch 1/1... Discriminator Loss: 1.4463... Generator Loss: 0.8077 Epoch 1/1... Discriminator Loss: 1.4114... Generator Loss: 0.5672 Epoch 1/1... Discriminator Loss: 1.3414... Generator Loss: 0.5666 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.9083 Epoch 1/1... Discriminator Loss: 1.3338... Generator Loss: 0.7987 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.8648 Epoch 1/1... Discriminator Loss: 1.2683... Generator Loss: 0.8298 Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 0.6780 Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 0.9397 Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.8064
Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 0.8166 Epoch 1/1... Discriminator Loss: 1.2444... Generator Loss: 0.8207 Epoch 1/1... Discriminator Loss: 1.3730... Generator Loss: 0.5181 Epoch 1/1... Discriminator Loss: 1.1971... Generator Loss: 0.7892 Epoch 1/1... Discriminator Loss: 1.3207... Generator Loss: 0.9059
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.